Project : Corona virus and it’s consequences
Final Project
Assignment 1 - exploration of cases and concern data sets.
We would want to explore the data we received by the 5 core activities of data analysis that we learned in class.
Our question is of type exploratory - we would want to check if there are some relations between the different data sets we received.
We received the data sets:
Covid cases data set.
Concern data set.
Trump Tweets.
Our first assignment is to explore the data, so we would want to start with that.
We will explore the data by doing some statistical analysis and plots for a better understanding, and for last we will try to present the results as best as we can.
Installations
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant
# install.packages("rtweet")
# install.packages("tidytext")
# install.packages("robotstxt")
# install.packages("lexicon")
# install.packages("stringr")
# install.packages("reshape")
#install.packages("multipanelfigure")Libraries
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
library(reshape)
library(tidyverse)
library(robotstxt)
library(rvest)
library(magrittr)
library(lubridate)
library(tidymodels)
library(tidytext)
library(textrecipes)
library(glue)
library(countrycode)
library(plotly)
library(tools)
library(broom)
library(ggridges)
library(corrplot)Q1
Scraping the data and organize it
Here is a link to the site from which the information on the corona cases was taken
“https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases”
First we check if the site allows us to access the table and perform web-scraping
paths_allowed("https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases")## [1] TRUENote: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
We will now perform web-scraping in order to extract thr table from the web
# wiki_url <- 'https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases'
# wiki_page <- read_html(wiki_url)
# Wiki_Cases <- wiki_page%>%
# html_nodes ('#mw-content-text > div.mw-parser-output > div:nth-child(4) > table > tbody')%>%
# html_table()
# Wiki_Cases <- as.data.frame(Wiki_Cases) # save the table as data frame
# Wiki_Cases
# saveRDS(Wiki_Cases, file = "data\\Wiki_Cases.rds")Now we want to change the type of columns, it can be seen from the data frame that confirmed cases is chr and not numeric.
We will create a function to organize the data frame.
Wiki_Cases<- readRDS("data\\Wiki_Cases.rds")
country<- unlist(Wiki_Cases[1,]) # save vector first row for future use
Wiki_Cases <- Wiki_Cases %>%
filter(!Date %in% c('Date','Total','Refs','Notes'))%>%
# fiter for removing the header of the table which appears many times inside the table
mutate(Date=dmy(Date),Date.1=dmy(Date.1)) # mutate function for set column date as type dateFunction to convert all columns from char type to dbl type
casting_dbl<- function(df){
columns_name <- colnames(df) # get column names of df as vector to go over by iterations
for(i in 1:length(columns_name))
{
# apart from date column which we handle earlier, each column type char convert to dbl
if(typeof(df[, columns_name[i]])=="character")
{df[,columns_name[i]]<- as.numeric(gsub(",", "", df[,columns_name[i]]))}
# we use gsub function for removing coma from numbers
else{next}
}
df[is.na(df)] = 0 # all places with NA will have now zeros
return(df)
}Function to convert change columns name
Brief description of the function :
1) Use a dictionary from the web which converts abbreviations of states to their names.
2) Replace spaces between two word with “_”
3) Change the name of some columns which have at the origin table sub columns
Here is a link for the origin of abbreviations dictionary ‘https://bit.ly/2ToSrFv’
change_columns_names <- function(df , country){
dict_abbrev<- read.csv('https://bit.ly/2ToSrFv')
abv_country<- gsub(" ", "_", head(setdiff(country, colnames(df)),-2)) # extract difference
for (i in 1:length(abv_country))
{if(abv_country[i] %in% dict_abbrev$abbreviation) # use %in% to look for country at abbreviations dict
{abv_country[i]<- countrycode::countrycode(abv_country[i], 'abbreviation', 'state',custom_dict = dict_abbrev)}
else{next}}
abv_country<-gsub(" ", "_",abv_country)
search_for<- c('Date','Territories','Confirmed','Deaths','Recovered','Active') # columns with sub columns
column_name <- colnames(df)
res <- vector(mode="character", length=length(column_name)) # create new vector
for (j in 1:length(search_for))
{
starts <-startsWith((column_name), search_for[j]) # use start with function to find name start with the same name
for (i in 1:length(starts))
{
if(starts[i] == TRUE )
{res[i] <-search_for[j]} # if TRUE means we find a match and we want to set the value at new vector
}
}
# now putting it all together
for (i in 2:length(res)){
if(res[i] == "") # if value is "" we didn't find a match so take from abv_country
{res[i]<-paste(res[i], abv_country [i-1], sep = "")}
else{res[i]<-paste(res[i], country[i], sep = "_")} # else append sub name column
}
colnames(df)<-res
return (df)
}Call all function to clean table
Now we will apply all function together, to get a fresh new clean table.
Note: we found that the table also contains territories and city which not appear at dict_abbrev will append the separately
clean_data<- function(df){
country<- case_when(
country=="DC" ~ "Washington_D.C",
country=="GU" ~ "Guam",
country=="MP" ~ "Northern_Mariana_Islands",
country=="PR" ~ "Puerto_Rico",
country=="VI" ~ "Virgin_Islands",
TRUE ~ country)
df_casting_dbl<-casting_dbl(df)
df_change_columns<- change_columns_names(df_casting_dbl, country)
return (df_change_columns)
}
Cases<- clean_data(Wiki_Cases)
Cases## Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 1 2020-01-21 0 0 0 0 0 0 0
## 2 2020-01-24 0 0 0 0 0 0 0
## 3 2020-01-25 0 0 1 0 0 0 0
## 4 2020-01-26 0 1 1 0 0 0 0
## 5 2020-01-30 0 0 0 0 0 0 0
## 6 2020-01-31 0 0 1 0 0 0 0
## 7 2020-02-01 0 0 0 0 0 0 0
## 8 2020-02-02 0 0 3 0 0 0 0
## 9 2020-02-05 0 0 0 0 0 0 0
## 10 2020-02-15 0 0 0 0 0 0 0
## 11 2020-02-20 0 0 2 0 0 0 0
## 12 2020-02-25 0 0 0 0 0 0 0
## 13 2020-02-26 0 0 1 0 0 0 0
## 14 2020-02-27 0 0 0 0 0 0 0
## 15 2020-02-28 0 0 1 0 0 0 0
## 16 2020-02-29 0 0 1 0 0 0 0
## 17 2020-03-01 0 0 5 0 0 0 0
## 18 2020-03-02 0 0 5 0 0 0 0
## 19 2020-03-03 0 1 12 0 0 0 0
## 20 2020-03-04 0 0 4 0 0 0 0
## 21 2020-03-05 0 0 8 2 0 0 0
## 22 2020-03-06 0 1 11 6 1 0 0
## 23 2020-03-07 0 2 8 0 0 0 0
## 24 2020-03-08 0 0 26 0 1 0 0
## 25 2020-03-09 0 0 19 4 0 0 0
## 26 2020-03-10 0 1 24 5 0 0 0
## 27 2020-03-11 0 3 20 17 0 0 1
## 28 2020-03-12 1 0 21 15 0 0 0
## 29 2020-03-13 0 0 49 28 0 1 3
## 30 2020-03-14 0 3 39 24 2 4 2
## 31 2020-03-15 0 0 49 30 3 0 1
## 32 2020-03-16 2 6 57 29 3 0 0
## 33 2020-03-17 3 2 80 23 4 3 2
## 34 2020-03-18 0 7 126 33 2 3 3
## 35 2020-03-19 3 17 77 61 10 12 4
## 36 2020-03-20 3 19 331 86 11 8 5
## 37 2020-03-21 2 41 218 112 11 12 6
## 38 2020-03-22 8 48 268 116 8 4 7
## 39 2020-03-23 14 82 265 129 21 3 11
## 40 2020-03-24 6 92 369 192 13 23 6
## 41 2020-03-25 17 75 433 174 5 50 2
## 42 2020-03-26 10 107 471 344 11 62 18
## 43 2020-03-27 16 157 795 304 14 45 50
## 44 2020-03-28 17 108 842 327 31 31 26
## 45 2020-03-29 12 146 0 246 24 49 14
## 46 2020-03-30 5 238 1120 320 29 105 16
## 47 2020-03-31 14 132 1169 339 20 110 7
## 48 2020-04-01 10 124 1223 376 34 148 33
## 49 2020-04-02 4 185 1036 386 27 218 24
## 50 2020-04-03 10 171 1510 445 34 122 5
## 51 2020-04-04 14 250 1325 392 32 64 0
## 52 2020-04-05 14 250 1412 385 20 24 0
## 53 2020-04-06 6 187 898 222 16 69 54
## 54 2020-04-07 22 119 1529 257 23 40 19
## 55 2020-04-08 13 151 1092 226 25 22 13
## 56 2020-04-09 9 292 1352 547 7 121 22
## 57 2020-04-10 11 94 1163 308 23 43 11
## 58 2020-04-11 11 281 1143 383 21 11 12
## 59 2020-04-12 15 146 1179 410 13 19 10
## 60 2020-04-13 5 163 554 388 5 27 7
## 61 2020-04-14 8 104 990 250 13 11 5
## 62 2020-04-15 8 156 1086 339 13 123 5
## 63 2020-04-16 7 272 1758 395 11 22 11
## 64 2020-04-17 9 273 1346 372 12 46 7
## 65 2020-04-18 5 212 1435 386 21 13 4
## 66 2020-04-19 5 210 1370 297 6 4 7
## 67 2020-04-20 2 135 645 376 4 64 0
## 68 2020-04-21 8 187 2283 341 2 30 4
## 69 2020-04-22 6 208 2135 431 6 36 2
## 70 2020-04-23 2 310 1973 -670 4 34 3
## 71 2020-04-24 2 276 1885 787 5 34 2
## 72 2020-04-25 0 235 1883 538 3 17 1
## 73 2020-04-26 2 246 1027 447 2 10 3
## 74 2020-04-27 4 190 1300 394 1 20 1
## 75 2020-04-28 6 232 1567 367 2 35 2
## 76 2020-04-29 4 254 1469 407 4 32 0
## 77 2020-04-30 0 446 2417 489 5 31 2
## 78 2020-05-01 9 314 1525 441 1 20 0
## 79 2020-05-02 1 402 1755 420 1 26 2
## 80 2020-05-03 3 276 1419 399 0 18 0
## 81 2020-05-04 2 279 1321 272 1 27 2
## 82 2020-05-05 1 386 1275 431 4 21 -1
## 83 2020-05-06 1 402 2603 412 1 31 0
## 84 2020-05-07 2 238 1799 520 3 20 0
## 85 2020-05-08 3 581 1898 437 0 27 2
## 86 2020-05-09 1 434 2049 522 2 25 0
## 87 2020-05-10 1 159 2119 318 1 0 0
## 88 2020-05-11 2 261 1259 174 2 30 1
## 89 2020-05-12 2 356 1443 228 1 33 2
## 90 2020-05-13 0 440 1759 250 3 31 1
## 91 2020-05-14 4 498 2023 343 -1 27 0
## 92 2020-05-15 1 495 1772 347 1 38 4
## 93 2020-05-16 4 462 1857 356 1 30 2
## 94 2020-05-17 4 306 2046 266 1 0 0
## 95 2020-05-18 3 233 1591 255 0 36 2
## 96 2020-05-19 0 396 1365 276 1 21 1
## 97 2020-05-20 3 331 2262 291 2 30 7
## 98 2020-05-21 0 418 2140 308 4 28 1
## 99 2020-05-22 2 293 2247 299 -5 61 0
## 100 2020-05-23 4 431 2187 455 1 31 0
## 101 2020-05-24 0 300 2079 200 0 0 0
## 102 2020-05-25 1 222 1848 84 0 0 0
## 103 2020-05-26 2 222 2175 267 0 73 0
## 104 2020-05-27 1 479 2247 232 1 32 2
## 105 2020-05-28 13 501 2717 318 3 38 4
## 106 2020-05-29 5 702 2189 414 2 34 8
## 107 2020-05-30 4 790 2992 495 2 36 12
## 108 2020-05-31 26 681 3705 282 1 0 10
## 109 2020-06-01 7 187 2423 160 0 67 4
## 110 2020-06-02 20 1127 2304 202 1 27 4
## 111 2020-06-03 18 973 2377 266 0 57 2
## 112 2020-06-04 8 530 2120 271 2 64 14
## 113 2020-06-05 11 1579 3094 251 9 57 2
## 114 2020-06-06 12 1119 3115 220 9 28 -1
## 115 2020-06-07 8 1438 2796 138 2 0 5
## 116 2020-06-08 19 789 2507 170 1 50 3
## 117 2020-06-09 10 618 2170 160 6 31 6
## 118 2020-06-10 20 1556 2702 128 3 40 7
## 119 2020-06-11 17 1412 3090 125 7 42 2
## 120 2020-06-12 15 1654 2702 175 14 51 10
## 121 2020-06-13 29 1540 3660 193 17 46 15
## 122 2020-06-14 7 1233 3212 115 5 0 13
## 123 2020-06-15 3 1014 2597 143 8 63 8
## 124 2020-06-16 12 2392 2108 129 4 78 5
## 125 2020-06-17 20 1827 3455 208 4 92 16
## 126 2020-06-18 12 2519 4084 215 18 111 25
## 127 2020-06-19 14 3246 4317 235 27 128 11
## 128 2020-06-20 21 3109 3893 155 14 135 32
## 129 2020-06-21 12 2592 4515 192 11 0 19
## 130 2020-06-22 6 2196 4230 159 2 248 17
## 131 2020-06-23 17 3593 5019 179 3 148 9
## 132 2020-06-24 14 1795 7149 236 16 243 23
## 133 2020-06-25 24 3056 5349 300 16 220 37
## 134 2020-06-26 20 3428 4890 298 15 283 26
## 135 2020-06-27 18 3593 5972 222 6 171 23
## 136 2020-06-28 29 3857 4810 282 27 0 11
## 137 2020-06-29 21 625 5307 175 1 433 56
## 138 2020-06-30 36 4682 6367 193 17 365 48
## 139 2020-07-01 38 4877 9740 289 9 253 49
## 140 2020-07-02 39 3333 7538 320 20 223 67
## 141 2020-07-03 46 4433 8040 262 29 401 45
## 142 2020-07-04 48 2695 6510 255 24 376 39
## 143 2020-07-05 27 3536 5410 198 24 363 45
## 144 2020-07-06 28 3352 11529 200 7 319 37
## 145 2020-07-07 18 3653 6090 368 41 487 78
## 146 2020-07-08 42 3520 11694 402 23 430 44
## 147 2020-07-09 46 4057 7031 408 36 459 95
## 148 2020-07-10 51 4221 7798 643 28 500 127
## 149 2020-07-11 62 3038 8047 398 42 577 84
## 150 2020-07-12 94 2537 8460 324 20 397 81
## 151 2020-07-13 60 1357 8358 318 23 500 85
## 152 2020-07-14 40 4273 7346 434 21 316 109
## 153 2020-07-15 52 3257 11126 463 28 727 144
## 154 2020-07-16 62 3259 8544 564 19 688 135
## 155 2020-07-17 40 3910 9986 570 23 619 135
## 156 2020-07-18 62 2742 9199 438 20 550 105
## 157 2020-07-19 79 2359 9329 343 27 571 62
## 158 2020-07-20 75 1559 6846 430 12 393 88
## 159 2020-07-21 92 3500 9231 476 25 556 91
## 160 2020-07-22 91 1926 12807 615 17 500 101
## 161 2020-07-23 60 2335 12040 601 55 414 97
## 162 2020-07-24 57 3357 9718 659 59 528 129
## 163 2020-07-25 89 3740 10066 806 71 563 221
## 164 2020-07-26 186 1973 8259 546 63 350 82
## 165 2020-07-27 98 1813 6891 226 28 517 39
## 166 2020-07-28 107 2107 6000 749 46 528 94
## 167 2020-07-29 68 2339 8755 477 108 457 201
## 168 2020-07-30 81 2525 10197 406 124 567 138
## 169 2020-07-31 112 3212 8086 594 122 475 151
## 170 2020-08-01 146 2992 6542 451 86 393 116
## 171 2020-08-02 144 1465 9032 450 45 230 112
## 172 2020-08-03 61 1030 5739 246 206 331 40
## 173 2020-08-04 53 1008 4526 404 143 559 81
## 174 2020-08-05 55 1698 5295 578 172 473 115
## 175 2020-08-06 35 1444 5258 445 151 692 173
## 176 2020-08-07 52 1406 8436 456 201 523 155
## 177 2020-08-08 77 1054 7371 427 231 573 132
## 178 2020-08-09 98 816 8373 284 152 176 63
## 179 2020-08-10 64 600 7751 284 140 429 65
## 180 2020-08-11 46 1214 12500 357 118 495 87
## 181 2020-08-12 60 706 11645 254 202 538 164
## 182 2020-08-13 82 1351 7085 415 354 498 139
## 183 2020-08-14 110 927 7934 308 231 542 134
## 184 2020-08-15 83 933 12614 293 282 304 118
## 185 2020-08-16 103 883 7873 333 217 183 91
## 186 2020-08-17 50 468 6469 190 173 282 42
## 187 2020-08-18 62 915 4636 249 134 384 54
## 188 2020-08-19 67 637 6164 263 260 370 110
## 189 2020-08-20 82 723 5920 314 235 424 116
## 190 2020-08-21 68 619 5585 3959 228 239 144
## 191 2020-08-22 89 996 6556 297 284 303 160
## 192 2020-08-23 64 208 6777 260 244 191 53
## 193 2020-08-24 69 311 4946 198 169 217 60
## 194 2020-08-25 33 859 4480 459 215 405 135
## 195 2020-08-26 52 186 6004 194 276 305 161
## 196 2020-08-27 80 680 4430 349 306 342 144
## 197 2020-08-28 117 519 5329 430 264 262 134
## 198 2020-08-29 90 629 4981 268 309 293 188
## 199 2020-08-30 44 374 6070 182 200 190 89
## 200 2020-08-31 37 174 4176 201 133 221 81
## 201 2020-09-01 35 507 3712 351 181 280 88
## 202 2020-09-02 66 519 4255 244 338 296 182
## 203 2020-09-03 102 1092 5125 268 211 263 180
## 204 2020-09-04 120 728 5106 368 271 269 148
## 205 2020-09-05 93 835 4956 334 220 281 145
## 206 2020-09-06 86 250 4905 285 162 190 100
## 207 2020-09-07 33 198 3091 213 104 74 52
## 208 2020-09-08 35 81 2676 187 66 240 65
## 209 2020-09-09 63 496 1616 246 98 329 87
## 210 2020-09-10 124 461 3338 265 169 307 195
## 211 2020-09-11 93 521 3326 307 167 333 122
## 212 2020-09-12 103 605 4107 415 129 217 140
## 213 2020-09-13 62 384 4625 417 112 112 96
## 214 2020-09-14 75 213 2855 375 79 253 86
## 215 2020-09-15 42 484 2235 400 65 278 139
## 216 2020-09-16 49 698 2950 587 102 283 185
## 217 2020-09-17 105 1753 3238 459 159 396 216
## 218 2020-09-18 109 1282 3630 605 112 470 224
## 219 2020-09-19 85 609 4304 606 109 288 292
## 220 2020-09-20 93 467 4265 501 77 244 136
## 221 2020-09-21 70 233 3294 542 56 410 130
## 222 2020-09-22 44 595 2630 654 63 446 271
## 223 2020-09-23 54 438 3146 616 167 396 212
## 224 2020-09-24 128 568 3170 548 90 491 330
## 225 2020-09-25 122 515 3400 709 112 523 322
## 226 2020-09-26 113 459 4197 584 127 539 343
## 227 2020-09-27 114 411 4071 569 98 205 200
## 228 2020-09-28 116 273 2955 411 87 422 306
## 229 2020-09-29 124 674 2162 535 87 511 311
## 230 2020-09-30 103 323 3200 511 120 614 347
## 231 2020-10-01 124 705 3062 682 105 513 429
## 232 2020-10-02 126 551 3590 680 86 677 355
## 233 2020-10-03 143 636 2159 657 133 464 501
## 234 2020-10-04 188 355 4293 521 70 262 279
## 235 2020-10-05 208 316 3055 461 50 458 212
## 236 2020-10-06 139 864 1677 654 83 660 500
## 237 2020-10-07 126 604 2764 731 108 671 716
## 238 2020-10-08 127 863 3575 863 101 673 614
## 239 2020-10-09 177 683 3806 834 154 662 722
## 240 2020-10-10 249 894 4170 1023 71 613 718
## 241 2020-10-11 255 597 3803 819 101 365 585
## 242 2020-10-12 191 475 3449 576 42 597 423
## 243 2020-10-13 151 684 2378 1048 61 584 486
## 244 2020-10-14 143 901 2666 692 99 645 599
## 245 2020-10-15 152 1113 3329 1141 90 718 723
## 246 2020-10-16 226 738 3075 1312 89 1094 662
## 247 2020-10-17 211 921 2979 1139 96 878 638
## 248 2020-10-18 220 742 2862 933 82 510 588
## 249 2020-10-19 202 748 3474 1072 37 698 569
## 250 2020-10-20 211 1040 3286 1208 88 873 703
## 251 2020-10-21 212 975 3707 1267 77 987 619
## 252 2020-10-22 232 994 2940 1373 102 950 928
## 253 2020-10-23 281 976 6141 1350 129 1073 863
## 254 2020-10-24 371 890 5945 1828 89 1021 639
## 255 2020-10-25 523 1391 5219 1689 119 650 738
## 256 2020-10-26 348 801 2981 2211 37 697 621
## 257 2020-10-27 382 1158 3188 1433 64 882 845
## 258 2020-10-28 355 1043 4515 1475 61 862 620
## 259 2020-10-29 359 1315 4191 1806 77 961 887
## 260 2020-10-30 381 1565 4014 2412 92 1064 1063
## 261 2020-10-31 437 1901 5087 2924 68 798 885
## 262 2020-11-01 348 1527 4529 2560 83 480 694
## 263 2020-11-02 350 666 4094 2237 77 757 757
## 264 2020-11-03 388 1679 4044 2562 87 1179 907
## 265 2020-11-04 404 815 5338 2928 155 1290 796
## 266 2020-11-05 308 2135 4566 3369 99 1265 1013
## 267 2020-11-06 525 1996 6518 3463 119 1330 979
## 268 2020-11-07 601 2620 5863 3498 128 1403 1001
## 269 2020-11-08 518 1880 7682 3017 128 649 731
## 270 2020-11-09 471 435 7212 3553 63 1266 374
## 271 2020-11-10 525 3434 5367 3890 78 1201 1098
## 272 2020-11-11 495 2030 7464 3975 117 1693 919
## 273 2020-11-12 481 1399 6927 5197 97 1158 961
## 274 2020-11-13 587 3015 6893 6439 110 1519 1213
## 275 2020-11-14 739 3476 9875 5196 107 1519 1642
## 276 2020-11-15 648 2383 10968 4183 0 928 1272
## 277 2020-11-16 578 1476 9890 4296 94 1099 869
## 278 2020-11-17 634 2984 8743 4331 52 1781 1371
## 279 2020-11-18 545 3206 9811 4650 69 1310 1184
## 280 2020-11-19 490 4123 11478 6107 107 1543 1236
## 281 2020-11-20 460 4471 13005 5765 95 1786 1475
## 282 2020-11-21 675 3638 15442 6113 162 1070 1249
## 283 2020-11-22 543 4331 14319 3921 122 819 1038
## 284 2020-11-23 498 2659 8337 3689 113 1437 801
## 285 2020-11-24 584 4544 15329 4150 60 1640 1123
## 286 2020-11-25 670 3982 18350 4191 108 1773 1061
## 287 2020-11-26 553 3476 14640 6053 117 0 1117
## 288 2020-11-27 662 4312 12635 4270 90 1997 114
## 289 2020-11-28 650 4136 11996 4330 76 1160 1049
## 290 2020-11-29 612 3221 15614 3489 56 824 956
## 291 2020-11-30 507 822 14034 4133 85 1214 397
## 292 2020-12-01 511 10322 12221 4405 43 1607 1007
## 293 2020-12-02 697 3840 20759 3862 76 1429 1135
## 294 2020-12-03 760 5442 18591 6037 142 1721 782
## 295 2020-12-04 750 5680 22018 5013 104 1911 1314
## 296 2020-12-05 922 6799 25068 5125 133 1339 1060
## 297 2020-12-06 757 5376 30075 3234 104 805 379
## 298 2020-12-07 476 1567 24735 4037 81 1383 716
## 299 2020-12-08 562 12314 23272 3971 53 2012 755
## 300 2020-12-09 584 4444 30851 3757 80 2298 787
## 301 2020-12-10 620 4928 29677 4649 123 1825 759
## 302 2020-12-11 622 6983 35468 4678 87 1582 978
## 303 2020-12-12 517 8077 35729 3961 197 1022 774
## 304 2020-12-13 637 5853 30334 2559 87 547 659
## 305 2020-12-14 422 11806 33278 2911 189 1038 0
## 306 2020-12-15 278 4134 32326 2278 56 1802 737
## 307 2020-12-16 603 4837 53711 3334 110 1433 604
## 308 2020-12-17 377 5817 52281 3698 141 1426 839
## 309 2020-12-18 487 7635 41012 3693 128 1340 509
## 310 2020-12-19 330 5560 43608 2491 156 851 627
## 311 2020-12-20 178 5366 46474 2292 202 891 551
## 312 2020-12-21 150 7748 37892 2146 134 917 154
## 313 2020-12-22 438 5870 32659 2516 66 1717 623
## 314 2020-12-23 360 6058 39069 2948 105 1391 575
## 315 2020-12-24 268 7046 39070 3030 128 1248 407
## 316 2020-12-25 0 6616 39144 2659 119 0 0
## 317 2020-12-26 361 6106 30375 1430 119 554 504
## 318 2020-12-27 290 1296 50141 1399 95 428 347
## 319 2020-12-28 126 10086 33170 1650 45 795 219
## 320 2020-12-29 175 2799 31245 1740 75 1514 427
## 321 2020-12-30 385 5267 30921 2451 106 1340 874
## 322 2020-12-31 495 7718 27237 3238 188 1213 255
## 323 2021-01-01 0 10060 47189 3064 241 0 0
## 324 2021-01-02 801 8883 53341 2011 169 1122 389
## 325 2021-01-03 290 17234 45352 2078 149 308 437
## 326 2021-01-04 260 5158 29633 2185 89 798 283
## 327 2021-01-05 194 5932 31440 3458 123 1538 714
## 328 2021-01-06 328 7206 29892 2557 142 1263 682
## 329 2021-01-07 326 9913 36385 3473 321 1067 690
## 330 2021-01-08 403 11658 50030 3187 264 1085 818
## 331 2021-01-09 311 11094 52636 2837 248 977 534
## 332 2021-01-10 250 11201 49685 2201 198 432 222
## 333 2021-01-11 173 8995 39839 1677 172 572 329
## 334 2021-01-12 121 8559 36487 1511 114 1034 424
## 335 2021-01-13 285 5629 33751 2438 106 1091 576
## 336 2021-01-14 332 7311 35930 2403 175 994 457
## 337 2021-01-15 300 9146 42655 2281 150 1112 525
## 338 2021-01-16 182 8715 40622 2025 165 806 421
## 339 2021-01-17 279 6981 42229 1498 130 278 337
## 340 2021-01-18 151 5400 30699 1190 129 0 183
## 341 2021-01-19 125 6417 23794 1685 64 1224 288
## 342 2021-01-20 160 4845 22403 1371 74 810 391
## 343 2021-01-21 209 9398 19673 1983 119 612 394
## 344 2021-01-22 263 8099 23024 1798 131 598 400
## 345 2021-01-23 241 7316 22972 1958 133 527 361
## 346 2021-01-24 165 7217 24111 1319 151 181 242
## 347 2021-01-25 83 5321 27007 1177 121 527 164
## 348 2021-01-26 85 4748 17028 1158 64 559 344
## 349 2021-01-27 173 5918 16728 1638 103 620 371
## 350 2021-01-28 199 4671 16696 1441 99 508 403
## 351 2021-01-29 185 5028 19337 1722 115 635 312
## 352 2021-01-30 135 5119 18427 1595 115 328 516
## 353 2021-01-31 128 5025 18974 1163 82 0 187
## 354 2021-02-01 70 3741 15358 884 90 482 121
## 355 2021-02-02 107 2938 12064 935 64 491 314
## 356 2021-02-03 181 2296 10501 1269 74 507 426
## 357 2021-02-04 158 4417 13176 1584 106 402 301
## 358 2021-02-05 165 3826 14021 1863 99 404 347
## 359 2021-02-06 0 3471 12394 1541 107 240 259
## 360 2021-02-07 0 1544 15064 1034 75 0 73
## 361 2021-02-08 415 2250 10414 987 32 449 124
## 362 2021-02-09 115 4381 8251 934 31 437 374
## 363 2021-02-10 182 1977 8390 751 53 458 307
## 364 2021-02-11 143 1861 8575 1722 91 323 257
## 365 2021-02-12 148 2426 10059 2091 68 349 211
## 366 2021-02-13 0 1791 9421 1209 67 258 234
## 367 2021-02-14 0 1947 8842 853 46 0 104
## 368 2021-02-15 0 1338 6487 533 33 0 138
## 369 2021-02-16 454 1132 5692 668 17 462 127
## 370 2021-02-17 63 1315 4090 1137 29 408 234
## 371 2021-02-18 210 1143 5573 1241 65 286 200
## 372 2021-02-19 189 1918 6798 1280 48 314 277
## 373 2021-02-20 0 2047 6668 1117 59 227 264
## 374 2021-02-21 0 1804 6760 802 67 0 138
## 375 2021-02-22 309 1507 4665 680 49 404 31
## 376 2021-02-23 53 1184 3447 1096 47 282 230
## 377 2021-02-24 176 1310 5303 1168 50 423 202
## 378 2021-02-25 150 939 4965 1119 38 306 203
## 379 2021-02-26 103 1621 5400 1521 41 312 168
## 380 2021-02-27 0 1179 5151 1264 104 233 224
## 381 2021-02-28 0 1075 4685 841 56 0 117
## 382 2021-03-01 350 1039 3516 1536 29 322 49
## 383 2021-03-02 89 849 2533 776 35 374 155
## 384 2021-03-03 177 1284 3352 1055 17 452 193
## 385 2021-03-04 140 1154 3504 1351 59 299 180
## 386 2021-03-05 141 2276 4659 1633 54 240 125
## 387 2021-03-06 0 1735 4452 1108 85 104 186
## 388 2021-03-07 0 1335 3816 840 53 0 72
## 389 2021-03-08 330 783 3258 585 44 378 45
## 390 2021-03-09 88 563 2614 838 42 481 134
## 391 2021-03-10 145 830 6412 1240 46 456 150
## 392 2021-03-11 228 1835 3184 955 58 364 181
## 393 2021-03-12 107 1367 3471 1291 64 333 132
## 394 2021-03-13 0 262 3230 1242 63 293 170
## 395 2021-03-14 0 649 2772 1215 51 0 34
## 396 2021-03-15 373 638 2460 422 46 421 173
## 397 2021-03-16 101 497 1260 322 47 350 411
## 398 2021-03-17 170 445 2441 626 69 454 140
## 399 2021-03-18 152 284 3038 1242 88 341 132
## 400 2021-03-19 65 423 3287 1782 99 383 152
## 401 2021-03-20 0 735 3107 1466 86 235 198
## 402 2021-03-21 0 488 3350 802 79 0 94
## 403 2021-03-22 348 484 2000 304 78 340 38
## 404 2021-03-23 172 507 1823 1370 41 359 354
## 405 2021-03-24 218 605 1955 1216 58 425 214
## 406 2021-03-25 145 138 2251 1373 121 343 164
## 407 2021-03-26 182 571 2608 1409 122 317 150
## 408 2021-03-27 0 776 3278 1295 113 224 117
## 409 2021-03-28 0 554 2998 957 102 0 31
## 410 2021-03-29 0 604 2277 807 103 335 35
## 411 2021-03-30 623 586 1996 957 70 313 158
## 412 2021-03-31 158 733 1962 1763 100 460 231
## 413 2021-04-01 232 381 2234 1604 113 361 173
## 414 2021-04-02 195 940 2414 1645 133 284 128
## 415 2021-04-03 0 706 4877 1571 112 0 184
## 416 2021-04-04 0 464 2400 1220 96 0 105
## 417 2021-04-05 483 608 2112 867 93 318 0
## 418 2021-04-06 79 570 1367 1266 59 683 191
## 419 2021-04-07 215 750 2229 1913 76 349 193
## 420 2021-04-08 223 670 2093 1886 122 310 224
## 421 2021-04-09 243 1302 2606 1935 86 312 224
## 422 2021-04-10 0 819 4466 1455 113 0 168
## 423 2021-04-11 0 540 4954 1235 92 0 41
## 424 2021-04-12 386 675 2649 912 70 538 70
## 425 2021-04-13 134 610 1568 1904 63 219 173
## 426 2021-04-14 195 419 2487 2324 71 437 205
## 427 2021-04-15 185 460 2016 1500 95 210 192
## 428 2021-04-16 184 845 2451 2260 96 212 118
## 429 2021-04-17 0 480 2763 1450 99 0 148
## 430 2021-04-18 0 711 2667 1261 111 0 56
## 431 2021-04-19 430 692 1916 777 65 458 57
## 432 2021-04-20 103 702 1606 1963 44 238 177
## 433 2021-04-21 199 649 2126 1492 71 294 158
## 434 2021-04-22 225 647 2411 2361 97 234 181
## 435 2021-04-23 145 896 1818 1876 93 190 155
## 436 2021-04-24 0 729 1229 1917 51 0 175
## 437 2021-04-25 0 661 1739 1567 122 0 49
## 438 2021-04-26 439 750 2116 1011 67 542 14
## 439 2021-04-27 130 682 1445 2015 50 289 176
## 440 2021-04-28 184 603 1593 1137 69 255 202
## 441 2021-04-29 166 881 1457 2789 122 210 174
## 442 2021-04-30 143 844 1897 1772 117 177 154
## 443 2021-05-01 0 1074 2094 1838 119 0 168
## 444 2021-05-02 0 356 2254 961 112 0 45
## 445 2021-05-03 269 652 1512 956 74 368 62
## 446 2021-05-04 84 701 1349 1519 78 209 223
## 447 2021-05-05 146 742 1388 1611 62 202 140
## 448 2021-05-06 96 601 1547 1563 128 166 133
## 449 2021-05-07 116 820 2471 1402 114 187 149
## 450 2021-05-08 0 939 1945 1566 90 0 152
## 451 2021-05-09 0 448 1853 927 81 0 35
## 452 2021-05-10 230 642 1377 881 60 340 11
## 453 2021-05-11 57 683 1045 1284 62 233 172
## 454 2021-05-12 84 469 1231 1213 47 225 210
## 455 2021-05-13 83 544 1443 1846 74 149 112
## 456 2021-05-14 109 854 2034 1565 83 173 131
## 457 2021-05-15 0 474 1864 972 104 0 84
## 458 2021-05-16 0 482 1370 630 124 0 41
## 459 2021-05-17 131 468 995 689 73 371 38
## 460 2021-05-18 53 619 687 730 55 193 138
## 461 2021-05-19 96 540 959 1245 58 240 131
## 462 2021-05-20 80 590 1292 952 59 188 33
## 463 2021-05-21 64 571 1627 812 62 168 136
## 464 2021-05-22 0 645 1186 841 85 0 7
## 465 2021-05-23 0 321 1308 432 48 0 35
## 466 2021-05-24 92 450 1081 457 40 79 21
## 467 2021-05-25 53 500 618 1403 21 250 153
## 468 2021-05-26 65 656 1155 831 50 149 77
## 469 2021-05-27 40 764 1418 832 57 331 169
## 470 2021-05-28 46 807 4864 802 43 135 95
## 471 2021-05-29 0 557 1210 679 45 0 67
## 472 2021-05-30 0 623 1079 484 123 0 24
## 473 2021-05-31 0 361 644 285 30 0 20
## 474 2021-06-01 104 4 423 407 50 293 15
## 475 2021-06-02 34 915 461 576 23 173 158
## 476 2021-06-03 50 322 773 845 37 152 127
## 477 2021-06-04 57 346 1047 767 67 165 131
## 478 2021-06-05 0 277 1157 731 62 0 0
## 479 2021-06-06 0 507 1101 374 75 0 0
## 480 2021-06-07 50 374 874 317 33 235 121
## 481 2021-06-08 0 414 792 600 33 127 137
## 482 2021-06-09 65 433 846 697 42 138 73
## 483 2021-06-10 0 370 856 596 48 102 99
## 484 2021-06-11 60 422 1136 930 74 118 71
## 485 2021-06-12 0 0 0 0 0 0 0
## New_Mexico Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana
## 1 0 0 0 0 1 0 0 0 0
## 2 0 0 0 0 0 0 0 1 0
## 3 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 1 0
## 6 0 0 0 0 0 0 0 0 0
## 7 0 0 0 0 0 0 0 0 0
## 8 0 0 0 0 0 0 0 0 0
## 9 0 0 0 0 0 0 0 0 0
## 10 0 0 0 0 0 0 0 0 0
## 11 0 0 0 0 0 0 0 0 0
## 12 0 0 0 0 0 0 0 0 0
## 13 0 0 0 0 0 0 0 0 0
## 14 0 0 0 0 0 0 0 0 0
## 15 0 0 1 0 2 0 0 0 0
## 16 0 0 0 0 3 0 0 1 0
## 17 0 0 1 0 7 0 0 0 0
## 18 0 0 1 0 5 0 0 1 0
## 19 0 0 0 0 10 0 0 0 0
## 20 0 0 0 0 11 0 0 0 0
## 21 0 1 0 0 31 0 0 1 0
## 22 0 1 0 1 10 0 0 1 1
## 23 0 0 4 0 22 0 0 0 1
## 24 0 2 7 0 34 0 3 1 2
## 25 0 0 0 0 26 0 5 4 2
## 26 0 1 1 1 105 0 5 8 4
## 27 4 0 4 2 99 1 1 6 2
## 28 2 0 5 1 91 0 2 7 0
## 29 4 6 6 4 111 1 1 14 3
## 30 3 8 6 15 74 1 1 18 4
## 31 4 0 3 4 127 0 4 29 5
## 32 4 26 8 11 135 7 1 12 6
## 33 2 0 18 12 108 5 6 55 9
## 34 5 0 10 12 175 2 9 128 17
## 35 7 50 13 15 189 1 6 134 23
## 36 8 14 26 34 148 4 1 163 47
## 37 14 45 31 24 269 2 23 174 0
## 38 8 36 16 45 203 2 22 296 75
## 39 18 55 30 76 225 2 15 230 58
## 40 17 33 18 41 248 9 19 250 106
## 41 12 43 57 48 111 7 21 330 112
## 42 24 99 50 56 627 12 34 673 168
## 43 55 115 98 78 493 17 56 488 336
## 44 17 86 65 122 610 11 63 465 251
## 45 29 299 69 117 586 3 38 1105 282
## 46 44 88 58 87 166 8 88 461 272
## 47 34 105 84 81 453 14 73 937 373
## 48 48 166 46 125 469 21 52 986 406
## 49 40 179 90 62 601 20 65 715 474
## 50 92 56 73 172 381 12 85 1209 398
## 51 48 228 100 182 625 25 87 1453 516
## 52 81 94 69 177 393 10 82 899 458
## 53 62 117 64 70 400 13 78 1006 533
## 54 108 134 49 63 298 11 102 1287 563
## 55 71 231 58 110 415 9 97 1529 436
## 56 124 138 82 128 511 9 125 1344 408
## 57 102 128 50 126 279 14 118 1465 556
## 58 83 116 76 104 337 8 122 1293 528
## 59 71 136 80 97 187 9 77 1672 493
## 60 100 135 57 60 127 5 123 1173 308
## 61 62 117 49 49 156 7 189 1222 291
## 62 77 123 30 130 89 6 96 1346 428
## 63 113 110 73 141 280 8 146 1140 587
## 64 114 203 49 122 382 9 191 1842 612
## 65 87 102 59 126 167 4 181 1585 487
## 66 47 102 66 138 178 4 389 1197 569
## 67 126 102 46 144 295 4 257 1151 476
## 68 101 107 46 83 197 5 482 1551 411
## 69 138 144 57 149 212 4 107 2049 341
## 70 169 127 68 167 259 6 176 1826 601
## 71 142 190 50 170 224 17 521 2724 641
## 72 139 141 76 166 342 13 647 2119 715
## 73 66 63 58 175 202 8 383 2126 617
## 74 97 88 43 110 165 19 393 1980 949
## 75 151 115 31 110 156 7 508 2219 627
## 76 239 93 61 152 228 8 467 2253 594
## 77 198 100 64 177 257 11 302 2563 653
## 78 102 229 69 156 310 5 739 3137 795
## 79 219 84 56 153 366 9 757 2450 665
## 80 118 115 45 194 182 6 528 2994 638
## 81 181 65 79 142 277 9 534 2341 574
## 82 107 103 80 132 132 8 408 2122 526
## 83 153 69 77 146 311 27 293 2270 837
## 84 202 103 73 129 326 4 655 2641 633
## 85 180 118 79 195 157 7 398 2887 643
## 86 105 144 92 184 286 5 214 2325 586
## 87 85 70 68 148 217 9 288 1656 394
## 88 206 54 58 111 231 6 414 1266 501
## 89 143 159 72 70 208 3 539 4014 500
## 90 152 83 58 188 182 10 377 1677 346
## 91 139 105 63 129 261 6 386 3239 580
## 92 159 115 62 164 178 12 374 2432 602
## 93 185 48 71 155 337 18 279 2088 625
## 94 91 195 11 170 145 7 323 1734 498
## 95 158 49 64 146 178 11 304 2294 477
## 96 96 140 39 134 200 6 382 1545 450
## 97 125 120 75 192 160 13 258 2388 569
## 98 155 89 16 164 146 12 360 2268 662
## 99 153 146 47 183 148 0 550 2758 473
## 100 170 295 24 203 320 7 354 2352 492
## 101 148 74 39 132 243 23 389 2508 475
## 102 83 102 22 129 237 6 278 1713 339
## 103 104 126 18 99 116 4 176 1178 363
## 104 122 115 71 86 225 5 658 1111 359
## 105 112 95 48 215 358 14 225 1527 631
## 106 129 142 45 343 307 15 371 1622 490
## 107 131 145 54 269 278 6 288 1462 653
## 108 65 98 58 264 353 5 285 1343 363
## 109 111 95 59 202 275 7 140 974 256
## 110 224 142 33 203 180 1 282 1614 407
## 111 116 105 64 295 327 2 60 982 475
## 112 213 155 75 316 245 6 695 929 384
## 113 319 176 96 439 264 12 389 1156 482
## 114 128 194 92 546 449 5 343 975 419
## 115 140 189 146 268 287 8 197 867 400
## 116 122 137 114 256 312 14 283 658 226
## 117 43 244 66 237 313 12 264 797 410
## 118 145 134 72 305 288 8 334 625 304
## 119 117 235 177 388 137 25 265 766 411
## 120 159 279 140 325 392 18 433 595 398
## 121 95 268 158 404 367 21 403 673 397
## 122 102 227 101 332 296 9 292 672 366
## 123 122 106 184 295 324 15 142 473 521
## 124 88 379 278 329 373 10 116 623 356
## 125 132 184 120 407 253 18 236 546 227
## 126 88 234 148 495 408 22 334 593 425
## 127 107 410 206 586 409 21 429 692 308
## 128 170 445 178 643 624 3 330 634 315
## 129 135 274 187 394 455 17 438 658 362
## 130 129 330 146 444 190 27 117 462 210
## 131 144 462 191 394 516 18 302 601 238
## 132 152 365 170 484 483 24 266 715 269
## 133 202 497 124 590 498 36 481 894 515
## 134 216 381 250 676 488 27 494 857 485
## 135 211 1099 276 578 549 18 340 786 435
## 136 190 821 247 472 348 24 556 646 355
## 137 173 734 144 564 501 30 290 738 298
## 138 165 562 171 553 571 33 191 724 366
## 139 129 645 275 499 611 19 439 828 358
## 140 244 632 363 554 716 30 722 869 435
## 141 256 985 342 596 627 34 225 868 528
## 142 287 857 294 676 469 22 581 862 517
## 143 193 843 300 410 651 23 325 639 576
## 144 251 491 165 517 1087 37 394 614 323
## 145 220 876 210 564 435 29 322 587 295
## 146 290 516 212 722 521 26 413 980 437
## 147 234 603 371 601 640 24 464 1018 512
## 148 298 1004 266 867 637 17 620 1317 725
## 149 225 930 397 632 0 43 846 1195 779
## 150 254 845 319 629 1438 18 684 954 533
## 151 263 832 268 546 1101 39 456 883 425
## 152 223 1104 367 448 547 36 357 707 648
## 153 327 849 276 413 742 24 342 1187 685
## 154 297 1447 428 954 1267 39 482 1257 710
## 155 318 1380 293 727 754 34 851 1384 733
## 156 280 1182 347 760 959 35 409 1276 841
## 157 235 1288 430 785 920 15 511 965 917
## 158 244 948 268 409 797 62 493 1173 635
## 159 302 815 292 486 832 40 564 955 710
## 160 311 1129 254 566 672 34 322 1598 757
## 161 335 1262 320 521 762 59 746 1624 929
## 162 312 966 391 863 815 49 489 1532 996
## 163 313 931 388 661 1025 36 642 1426 922
## 164 254 1027 266 350 786 21 421 1541 852
## 165 460 988 330 436 686 43 439 1231 535
## 166 289 1105 328 446 884 64 247 1076 771
## 167 345 870 305 339 780 36 419 1393 621
## 168 252 1018 410 502 818 45 705 1772 954
## 169 212 1264 361 500 0 37 621 1941 901
## 170 196 986 325 506 1738 43 416 1639 968
## 171 220 1131 280 473 632 36 555 1467 735
## 172 114 994 269 354 542 31 328 1298 576
## 173 210 980 333 378 664 28 200 1471 822
## 174 226 649 280 421 705 32 615 1759 720
## 175 207 729 246 587 833 25 505 1953 1040
## 176 192 976 411 460 670 41 636 2084 1239
## 177 150 886 374 376 936 8 487 2190 1033
## 178 200 811 262 376 549 35 499 1382 1041
## 179 129 742 216 263 575 32 277 1319 664
## 180 199 548 286 362 504 19 189 1549 870
## 181 173 528 248 338 551 16 516 1645 660
## 182 171 602 278 334 637 27 552 1834 1043
## 183 173 1099 313 552 800 67 572 2264 1067
## 184 142 859 405 345 746 36 808 1828 1044
## 185 106 697 244 331 576 59 692 1562 739
## 186 92 662 189 242 260 40 399 1773 591
## 187 79 672 225 263 543 21 183 1740 841
## 188 170 389 194 364 425 59 684 2295 489
## 189 202 556 295 461 700 31 324 1832 941
## 190 144 849 256 463 390 54 947 2208 1040
## 191 207 636 289 369 816 15 829 2356 1000
## 192 94 532 227 301 417 37 523 1893 615
## 193 73 409 218 249 359 22 354 1612 1660
## 194 66 403 236 403 334 21 658 1680 829
## 195 197 253 180 407 456 46 965 2157 938
## 196 188 554 190 383 542 31 1467 1707 1145
## 197 122 632 293 391 598 30 2632 2149 809
## 198 136 609 239 458 578 14 865 1880 1121
## 199 105 447 261 178 441 35 1009 1992 879
## 200 69 320 159 523 315 19 612 1668 883
## 201 108 405 233 296 304 18 605 1492 695
## 202 152 239 129 419 438 29 816 2128 859
## 203 200 351 261 504 479 23 877 1360 1104
## 204 90 489 265 513 479 39 1067 5368 1030
## 205 146 390 255 433 501 13 1059 2806 1077
## 206 59 508 188 388 399 39 751 1403 843
## 207 37 357 146 373 310 0 408 1381 590
## 208 37 137 165 326 0 58 442 1392 386
## 209 87 154 116 314 464 37 415 1337 705
## 210 161 288 183 346 458 39 892 1953 758
## 211 134 260 211 656 544 46 761 2145 1262
## 212 98 414 291 572 465 30 783 2121 1056
## 213 100 317 181 628 350 44 804 1462 1243
## 214 81 277 147 563 312 44 397 1373 736
## 215 81 226 178 562 327 39 452 1466 689
## 216 118 208 188 747 347 104 876 1941 580
## 217 158 347 210 911 386 70 874 2056 837
## 218 151 501 282 1117 404 73 1419 2120 1037
## 219 162 323 257 1077 597 30 866 2529 1076
## 220 67 385 202 920 349 85 725 1402 746
## 221 104 232 194 622 300 65 624 1477 522
## 222 107 262 318 650 345 42 547 1531 599
## 223 197 509 190 877 509 137 1019 1848 711
## 224 237 390 362 1198 536 120 1199 2257 899
## 225 263 556 449 1411 988 97 1182 2514 1171
## 226 205 602 267 1017 604 33 907 2441 1142
## 227 152 373 239 1068 439 162 841 1604 901
## 228 141 463 174 827 369 117 562 1709 872
## 229 172 404 297 694 404 51 636 1362 744
## 230 278 385 218 906 480 98 1202 2273 953
## 231 226 430 353 1008 594 124 1035 2166 1157
## 232 339 772 301 1107 694 119 1154 2206 1464
## 233 296 526 348 1068 609 126 946 2442 1419
## 234 181 392 259 1393 455 131 635 1453 1087
## 235 155 337 279 1105 402 114 387 1853 830
## 236 315 479 291 716 387 91 578 1617 970
## 237 425 431 294 1007 545 115 966 2630 1281
## 238 384 480 482 1501 710 165 1501 3059 1450
## 239 485 766 410 1343 642 195 1408 2818 1816
## 240 481 806 398 1354 475 112 1064 2905 1918
## 241 261 380 338 1200 827 138 1182 2727 1570
## 242 379 569 205 988 0 152 492 2742 1574
## 243 351 487 313 987 913 112 708 2851 1549
## 244 577 479 380 1144 734 174 1153 2862 1165
## 245 668 655 365 1498 676 175 1395 4015 1943
## 246 812 716 410 1496 709 248 1379 4554 2283
## 247 573 967 381 1340 777 142 1451 3629 2482
## 248 445 609 216 1097 530 194 856 4245 1605
## 249 514 582 262 1168 460 251 604 3113 1584
## 250 594 656 342 1081 489 146 689 3714 1498
## 251 819 565 307 1363 724 235 1361 4342 1732
## 252 662 789 367 1543 651 232 1394 4942 2850
## 253 791 813 538 1960 820 381 1580 3874 2467
## 254 872 1146 399 1608 919 259 1883 6161 2741
## 255 823 891 354 1765 649 219 1212 4062 2153
## 256 723 475 335 1201 587 387 818 4729 1974
## 257 583 730 372 1145 527 252 1050 4000 1983
## 258 657 571 420 1575 716 253 2134 6110 2548
## 259 1078 1075 565 1837 814 301 2391 6363 3618
## 260 1005 1232 596 2292 1016 431 2573 6943 3163
## 261 581 977 532 1724 928 256 2939 7899 3465
## 262 742 716 508 1854 814 362 2607 6980 2750
## 263 872 635 549 1196 1039 421 1760 6222 3077
## 264 1136 911 482 1669 657 340 1365 6516 2881
## 265 1011 1068 589 2110 1469 276 2966 7538 3698
## 266 859 1267 790 2807 1070 279 4668 9935 4412
## 267 1284 1562 769 2987 1691 917 3602 18049 4647
## 268 1277 1824 979 2956 1770 174 4700 12438 4899
## 269 1210 1276 861 2386 1320 646 3390 10009 4652
## 270 1408 960 707 2247 1239 620 5060 10573 4135
## 271 1258 1322 754 2517 1441 1131 3916 12623 4829
## 272 1487 1107 861 2335 0 76 5037 12657 5036
## 273 1742 1469 1109 3919 3345 924 4422 12702 6591
## 274 1230 1857 1058 2150 2142 801 5401 15415 5600
## 275 1171 2269 1081 5352 2233 483 4670 11028 8322
## 276 1024 1177 862 2667 2309 572 3811 10631 6710
## 277 1253 1914 766 1971 1492 587 1935 11632 5147
## 278 2105 1697 924 3178 2589 1162 4344 12601 5463
## 279 2892 1665 1099 3071 1303 703 4120 8922 6015
## 280 3665 2416 1204 3968 1987 739 4134 14612 7281
## 281 2982 1839 1302 4588 2132 858 4263 13012 6808
## 282 2342 2019 1493 3395 1717 220 3758 11891 6872
## 283 2456 2155 1502 3197 0 742 2819 10012 6174
## 284 2252 2339 1163 2244 6277 1251 2625 8322 5556
## 285 2099 2853 1000 2701 3482 415 2941 9469 5625
## 286 1855 3159 1170 1781 2887 702 3549 11378 5983
## 287 1694 2542 1503 0 0 0 3190 12022 6373
## 288 2056 1536 826 6142 4261 920 1025 7574 5643
## 289 2130 2912 1674 2043 2467 141 2427 7873 4471
## 290 1435 1298 1614 1722 2066 514 1713 7178 4304
## 291 1678 1642 1311 1897 2319 801 1487 6190 5665
## 292 2324 2698 1223 2510 2197 336 1910 12542 5396
## 293 1544 2129 1506 4004 3126 577 3417 9757 6597
## 294 1899 2536 1133 3945 2095 552 2639 10959 8460
## 295 2073 2902 2144 3005 1853 529 2292 10526 7899
## 296 1921 3194 1806 3674 1503 203 2506 9887 7690
## 297 1232 2511 1253 2563 1654 311 1766 7598 6598
## 298 1859 2448 1292 2231 6957 635 1235 8691 5661
## 299 1255 2694 1294 2333 2923 359 1568 7910 5385
## 300 1748 3053 1205 2574 2536 334 2492 8256 5754
## 301 1781 2193 1551 3401 2550 314 2089 11101 6518
## 302 1834 2783 1582 2183 3141 456 2198 9420 7200
## 303 1793 2641 1419 3692 4181 98 1681 8737 7401
## 304 1442 2882 1014 2083 2328 411 1114 7216 5898
## 305 1499 2579 1157 1968 1734 392 936 7214 4967
## 306 1258 2320 1082 1915 1272 152 1259 7359 4241
## 307 1800 2366 1530 2928 1525 171 2210 7123 6208
## 308 1688 2281 1314 3203 2750 230 1768 8828 6340
## 309 1455 2878 1372 2644 2939 647 2150 7377 5949
## 310 1430 2601 1506 2408 2183 58 1548 7562 4732
## 311 1063 2087 1116 1994 0 164 1020 6003 6483
## 312 815 1939 825 1819 3949 410 844 4699 3865
## 313 1267 1090 1318 2302 1169 158 1109 6239 3657
## 314 1167 2988 897 2612 2111 150 2089 6762 4662
## 315 1924 2249 851 2892 2704 0 1546 7037 6196
## 316 1456 1853 897 0 0 0 1178 5742 5446
## 317 604 1589 608 3489 3396 429 387 3293 3841
## 318 742 1856 1399 796 0 38 574 3767 1820
## 319 691 868 820 1716 1877 456 880 4453 2465
## 320 1216 1747 682 2736 2052 97 1366 5644 3976
## 321 1311 2470 1033 2614 1269 78 1710 7374 4735
## 322 1678 2137 1649 4672 4172 212 1725 8009 6468
## 323 1278 2315 1430 0 0 0 2005 7201 6288
## 324 1237 1825 1009 5042 0 153 666 4762 5317
## 325 1015 2747 1397 1819 8216 277 1038 4469 2981
## 326 921 1414 708 2160 995 302 1110 5059 3617
## 327 1184 2423 1035 3318 2204 212 1829 6839 3395
## 328 1485 1938 735 3769 1726 261 2607 7569 6146
## 329 1835 3402 862 4597 3095 261 1821 8757 7270
## 330 1637 2866 1762 3793 4046 406 2244 9277 6095
## 331 1498 2648 1629 2613 2913 43 1373 6717 5966
## 332 1203 2259 1207 2276 0 88 1130 4711 5093
## 333 930 1681 924 1484 4952 541 803 4776 3685
## 334 887 2593 1173 2146 1389 562 1105 6642 3139
## 335 1145 1143 1329 5188 2500 167 1892 5862 3642
## 336 1424 2187 1137 2742 2442 345 1494 6652 4375
## 337 1262 1878 1012 2543 2060 145 1325 6642 4666
## 338 1088 2040 1154 2150 0 144 1172 5343 3889
## 339 744 1483 793 1585 3701 256 635 4162 3162
## 340 626 1221 646 1082 0 342 705 3385 2498
## 341 691 1178 617 1302 2017 123 1030 4318 2727
## 342 881 1171 674 2159 1837 150 1253 4822 2877
## 343 988 1200 831 2089 1930 253 1687 4979 3624
## 344 908 1869 866 2649 1999 110 1325 7042 3489
## 345 848 1501 761 1771 1844 0 1178 5152 3093
## 346 626 1194 568 1516 0 292 805 3292 2520
## 347 491 990 419 859 1917 156 615 2944 2189
## 348 600 956 768 1411 1220 52 894 3667 1718
## 349 751 1020 708 2009 1533 175 1010 3751 2230
## 350 672 1078 720 1761 2277 58 1274 4191 2819
## 351 1079 1328 946 1517 1883 232 988 4156 2630
## 352 741 1070 687 1468 1652 6 891 3345 2334
## 353 525 959 0 1194 0 182 684 2428 1723
## 354 486 838 957 584 1585 150 568 2312 1709
## 355 432 811 605 1201 920 15 795 2304 1512
## 356 670 750 627 1591 1354 135 1138 3314 1428
## 357 559 889 715 1273 1410 244 963 3328 2359
## 358 582 897 818 1216 1179 63 796 3660 1481
## 359 421 898 603 1211 421 22 431 3062 2816
## 360 342 651 381 908 0 -36 507 2060 1724
## 361 311 548 297 514 2807 150 464 1747 1033
## 362 413 546 513 918 678 9 676 2082 1130
## 363 510 659 543 1299 525 12 990 2825 1431
## 364 533 592 607 1242 1281 87 849 2838 1701
## 365 401 636 494 1060 868 56 698 2598 1419
## 366 565 813 458 943 747 0 589 2092 1232
## 367 282 512 247 710 0 14 408 1631 1218
## 368 190 391 183 462 0 0 338 1420 777
## 369 299 290 411 591 1540 162 453 1348 878
## 370 272 363 382 901 805 51 599 1795 923
## 371 407 488 456 1151 1022 33 714 1966 757
## 372 311 420 477 857 764 112 536 2219 1035
## 373 425 371 521 778 767 0 471 1922 1415
## 374 314 301 107 701 0 70 412 1585 881
## 375 234 173 316 338 1037 93 428 1246 817
## 376 312 398 511 716 582 34 435 1665 679
## 377 446 516 417 812 705 21 741 2022 1006
## 378 299 571 492 832 988 124 662 1884 1084
## 379 656 399 324 651 819 119 677 2441 944
## 380 152 459 437 686 762 0 425 1780 871
## 381 244 266 282 465 0 32 323 1249 731
## 382 165 226 190 257 802 71 320 1143 540
## 383 245 309 250 487 606 43 412 1577 537
## 384 356 395 250 729 636 78 623 2104 761
## 385 258 385 386 611 716 60 579 1740 935
## 386 304 391 211 549 630 69 511 1442 839
## 387 282 500 195 570 584 0 482 2565 1231
## 388 180 230 206 412 0 0 315 1068 746
## 389 118 203 230 259 878 110 206 1182 474
## 390 198 429 492 560 473 44 551 1510 572
## 391 249 325 284 658 596 37 773 1682 856
## 392 233 618 353 646 672 88 473 1700 910
## 393 264 858 393 519 494 38 492 1763 949
## 394 183 442 355 491 809 0 427 1675 836
## 395 144 222 225 396 0 0 283 1484 695
## 396 177 184 171 221 918 132 295 782 413
## 397 176 346 262 481 474 15 443 1997 561
## 398 243 301 209 699 742 85 488 1655 902
## 399 251 297 363 560 711 25 498 2325 958
## 400 216 265 372 447 729 98 522 2380 859
## 401 186 271 326 467 791 0 366 1962 888
## 402 171 227 211 375 0 0 318 1431 770
## 403 162 156 175 159 1052 112 224 1220 511
## 404 171 147 310 383 449 50 516 1832 663
## 405 211 246 368 562 765 67 755 2793 967
## 406 216 444 422 527 941 24 669 2190 952
## 407 225 445 489 453 928 116 821 3002 1101
## 408 171 302 407 460 1183 0 489 2678 977
## 409 161 143 250 389 0 0 444 2250 944
## 410 182 212 212 194 1103 114 256 1761 713
## 411 147 221 406 371 610 33 580 2404 720
## 412 275 268 442 514 990 69 537 2592 1044
## 413 293 350 512 487 908 81 796 3526 1216
## 414 207 342 489 422 1194 51 589 3235 1203
## 415 0 462 467 447 1053 0 490 2839 1049
## 416 0 260 402 344 0 0 406 2449 945
## 417 443 181 246 173 1388 74 264 2102 715
## 418 178 295 530 300 516 71 521 2931 615
## 419 216 277 470 612 1103 54 757 3790 1212
## 420 258 386 667 483 908 83 631 3739 1384
## 421 121 637 543 444 1286 65 618 4004 1339
## 422 0 752 747 407 1223 0 439 3630 1358
## 423 0 320 483 344 0 0 436 2942 1159
## 424 619 319 282 185 1451 96 232 2433 1131
## 425 177 412 548 358 756 58 402 3193 952
## 426 214 395 808 530 1054 46 664 3536 1196
## 427 227 549 725 456 1186 61 550 3581 1374
## 428 263 536 695 463 1735 53 466 3866 1287
## 429 0 0 875 413 1470 0 0 3194 2479
## 430 0 0 620 248 0 0 753 2666 956
## 431 610 698 471 200 1218 88 156 1959 712
## 432 137 381 565 315 1294 49 514 2587 676
## 433 168 436 977 590 1172 47 629 2765 1152
## 434 207 528 976 472 1564 72 582 3170 1180
## 435 231 562 1010 344 1369 58 363 3369 1071
## 436 0 0 810 472 1537 0 422 2907 1101
## 437 0 0 770 281 0 0 222 2035 827
## 438 623 840 621 246 1811 91 182 2137 682
## 439 153 405 719 327 924 47 350 2556 838
## 440 221 390 876 518 1380 95 500 2728 1258
## 441 229 453 914 463 1401 52 471 3394 1384
## 442 286 510 982 338 1144 55 380 3207 1477
## 443 0 0 785 410 1476 0 444 2813 1152
## 444 0 0 747 279 0 0 291 1860 1069
## 445 639 801 533 228 2137 123 101 2049 797
## 446 204 476 734 259 1206 52 506 2211 771
## 447 205 373 806 480 875 58 349 2410 1139
## 448 273 394 745 395 1009 62 373 1778 1247
## 449 279 498 824 386 1190 81 390 3321 1164
## 450 0 0 818 360 1279 0 323 1729 1047
## 451 0 0 601 232 0 0 132 1741 905
## 452 568 800 369 207 1521 114 102 1424 590
## 453 136 470 642 224 830 51 297 1562 663
## 454 195 464 598 468 833 44 475 1795 841
## 455 200 436 718 418 1141 87 202 1918 882
## 456 218 389 810 336 2183 59 255 1841 899
## 457 0 0 637 320 796 0 198 1513 1145
## 458 0 0 505 242 0 0 146 1248 726
## 459 536 542 198 164 748 119 77 946 537
## 460 150 287 508 257 558 77 193 1495 481
## 461 153 348 397 430 737 43 283 1633 802
## 462 206 302 569 266 829 195 233 1542 891
## 463 173 334 495 300 1389 53 178 1573 788
## 464 0 0 505 262 0 0 163 1108 665
## 465 0 0 333 231 0 0 118 943 563
## 466 353 405 283 148 1757 109 58 933 375
## 467 184 265 419 185 813 54 168 808 489
## 468 165 227 393 268 1603 74 164 1139 644
## 469 128 232 426 309 1394 65 131 891 656
## 470 123 267 422 272 905 76 92 982 557
## 471 0 0 372 192 911 0 105 802 428
## 472 0 0 256 176 0 0 49 602 358
## 473 0 0 215 143 0 0 44 521 0
## 474 330 514 174 112 1010 143 49 401 517
## 475 71 419 347 200 658 40 141 478 261
## 476 108 350 251 343 688 89 109 674 1216
## 477 142 361 428 288 591 70 112 626 445
## 478 0 0 320 306 701 0 108 538 419
## 479 0 0 257 223 0 0 76 342 0
## 480 214 627 122 174 746 129 45 244 529
## 481 61 347 297 252 479 50 71 365 364
## 482 76 217 262 360 403 84 105 408 352
## 483 96 295 358 313 601 44 69 366 460
## 484 125 262 296 266 539 82 133 401 395
## 485 0 0 0 0 0 0 0 0 0
## Kansas Michigan Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma
## 1 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0
## 7 0 0 0 0 0 0 0 0
## 8 0 0 0 0 0 0 0 0
## 9 0 0 0 0 0 0 0 0
## 10 0 0 0 0 0 0 0 0
## 11 0 0 0 0 0 0 0 0
## 12 0 0 0 0 0 0 0 0
## 13 0 0 0 0 0 0 0 0
## 14 0 0 0 0 0 0 0 0
## 15 0 0 0 0 0 0 0 0
## 16 0 0 0 0 0 0 0 0
## 17 0 0 0 0 0 0 0 0
## 18 0 0 0 0 0 0 0 0
## 19 0 0 0 0 0 0 0 0
## 20 0 0 0 0 0 0 0 0
## 21 0 0 0 0 0 0 0 0
## 22 0 0 1 0 0 1 0 1
## 23 1 0 0 1 0 0 0 0
## 24 0 0 1 0 0 2 0 0
## 25 0 0 0 0 0 0 3 0
## 26 0 2 1 0 0 2 1 1
## 27 0 0 2 0 1 0 0 0
## 28 4 10 4 1 0 5 1 1
## 29 1 13 5 2 0 4 8 1
## 30 2 8 7 1 0 3 13 0
## 31 1 20 14 0 0 1 11 6
## 32 2 1 19 2 0 0 13 2
## 33 5 11 6 8 2 3 17 7
## 34 5 15 17 7 4 6 21 12
## 35 13 254 12 6 12 5 31 15
## 36 10 215 26 19 7 6 50 5
## 37 11 238 23 26 2 10 78 4
## 38 9 248 31 33 2 2 104 12
## 39 15 293 66 77 2 2 91 14
## 40 19 463 27 72 4 9 122 25
## 41 28 501 25 101 3 3 140 58
## 42 42 564 59 146 13 9 163 84
## 43 34 801 52 168 16 8 270 74
## 44 59 993 43 168 26 27 269 55
## 45 58 836 62 65 4 12 247 52
## 46 49 1012 73 128 11 25 280 52
## 47 60 1117 53 296 13 27 266 84
## 48 54 1719 60 254 25 38 348 154
## 49 70 1457 53 253 12 36 355 160
## 50 68 1953 47 279 14 33 410 109
## 51 78 1481 76 178 13 44 427 171
## 52 49 1493 70 76 21 40 304 93
## 53 98 1503 51 355 18 46 407 75
## 54 55 1749 83 315 12 69 332 145
## 55 146 1376 85 290 14 41 366 52
## 56 60 1158 88 212 18 58 364 160
## 57 60 1279 94 260 9 71 324 110
## 58 102 1210 91 225 15 56 351 74
## 59 69 645 194 136 15 110 331 102
## 60 39 997 29 228 23 57 363 99
## 61 50 1366 45 298 10 30 272 115
## 62 68 1058 114 209 24 51 475 79
## 63 94 1204 103 216 28 114 611 94
## 64 117 760 159 172 46 72 619 108
## 65 85 768 142 234 89 149 1081 105
## 66 59 633 143 150 57 187 1353 29
## 67 137 576 114 140 42 175 1224 81
## 68 39 967 97 134 17 73 734 127
## 69 186 999 154 196 35 91 359 87
## 70 271 1325 221 184 30 311 533 123
## 71 295 1350 243 304 39 297 439 104
## 72 279 562 261 201 55 311 402 72
## 73 118 575 156 171 64 296 377 60
## 74 154 432 214 174 75 330 339 27
## 75 163 1052 365 132 49 16 429 130
## 76 247 1137 463 122 42 410 473 63
## 77 500 980 492 137 34 497 684 145
## 78 211 977 594 273 40 557 677 130
## 79 297 851 498 319 46 488 575 103
## 80 284 547 435 232 38 333 557 121
## 81 215 196 571 368 34 424 515 72
## 82 213 447 617 162 41 355 463 83
## 83 276 657 728 186 57 333 553 74
## 84 410 592 786 239 48 419 507 129
## 85 357 680 723 148 54 641 837 94
## 86 250 430 702 177 39 403 591 66
## 87 233 382 481 178 27 81 331 99
## 88 132 414 528 74 27 257 509 24
## 89 0 469 695 88 53 120 409 119
## 90 352 370 423 136 76 383 436 120
## 91 0 1191 518 175 65 341 555 110
## 92 418 497 805 139 49 356 549 124
## 93 0 425 729 219 87 448 487 151
## 94 0 638 699 114 52 128 384 73
## 95 454 773 704 156 31 277 426 88
## 96 0 435 657 135 63 221 460 91
## 97 199 659 641 152 101 276 411 43
## 98 0 501 530 108 134 303 657 148
## 99 419 403 805 218 88 237 584 169
## 100 0 452 840 194 48 327 530 111
## 101 0 314 728 236 53 145 489 77
## 102 260 202 742 179 39 221 528 53
## 103 0 223 645 124 -35 264 522 47
## 104 119 504 504 201 17 357 364 92
## 105 0 406 483 181 42 285 434 41
## 106 382 607 584 122 39 393 577 68
## 107 0 263 659 167 34 251 437 80
## 108 0 513 660 185 23 196 434 88
## 109 292 135 358 180 48 244 428 67
## 110 0 199 300 248 21 266 391 119
## 111 159 304 362 192 33 255 316 113
## 112 0 206 403 290 27 251 431 102
## 113 223 284 707 196 39 262 457 96
## 114 0 224 521 189 71 164 312 56
## 115 0 121 385 111 45 91 323 91
## 116 257 129 338 181 19 118 346 55
## 117 0 108 299 179 21 131 278 158
## 118 162 171 346 274 40 142 355 117
## 119 0 218 447 203 39 290 410 146
## 120 235 125 479 195 36 198 399 222
## 121 0 180 377 225 42 120 374 225
## 122 0 189 299 173 22 92 295 158
## 123 372 74 222 206 21 126 348 186
## 124 0 125 189 228 23 180 375 228
## 125 262 204 414 208 42 195 392 259
## 126 0 225 379 283 27 189 670 450
## 127 378 211 356 293 33 176 576 352
## 128 0 255 436 389 25 116 513 331
## 129 0 146 453 413 37 103 516 478
## 130 406 179 307 140 25 147 676 218
## 131 0 221 242 434 7 135 513 295
## 132 505 323 294 291 42 129 596 482
## 133 0 353 360 553 31 125 858 438
## 134 568 389 493 493 28 178 951 395
## 135 0 314 417 347 37 251 797 299
## 136 0 252 516 314 37 124 821 302
## 137 905 236 312 468 44 143 734 228
## 138 0 373 442 508 37 135 698 585
## 139 547 262 413 376 39 133 1041 355
## 140 0 543 494 356 42 142 1260 427
## 141 929 460 414 547 65 208 1058 526
## 142 0 398 0 385 57 167 907 580
## 143 0 343 512 221 37 102 970 283
## 144 982 297 433 420 33 117 774 434
## 145 0 454 564 773 49 155 918 858
## 146 717 610 456 575 73 224 1234 673
## 147 0 446 574 795 99 198 1122 603
## 148 993 612 604 662 84 154 1494 596
## 149 0 653 804 472 89 221 1328 687
## 150 0 390 710 310 91 174 1341 456
## 151 1447 384 491 447 108 227 1244 510
## 152 0 584 398 936 51 318 1100 993
## 153 875 891 572 888 72 262 1274 1075
## 154 0 645 605 708 103 155 1253 628
## 155 1032 660 666 868 124 227 1635 699
## 156 0 678 457 958 115 120 1509 916
## 157 0 483 734 846 112 102 1071 209
## 158 1369 489 903 530 107 264 1197 168
## 159 0 573 350 1138 81 343 1011 893
## 160 770 523 504 1301 160 296 1446 975
## 161 0 699 760 1637 126 332 1410 668
## 162 1005 594 767 1652 121 356 1490 1147
## 163 0 437 803 1357 122 221 1426 965
## 164 0 1041 862 1218 140 223 838 1204
## 165 1063 488 650 1123 110 281 1055 1401
## 166 0 669 478 1773 155 258 1268 1089
## 167 698 996 666 1927 86 265 1317 848
## 168 0 715 745 2084 74 344 1649 1117
## 169 942 734 771 1489 168 445 1471 747
## 170 0 735 725 935 133 180 885 1244
## 171 0 426 759 582 58 311 916 494
## 172 1064 604 613 1047 125 254 863 377
## 173 0 664 602 1193 148 222 1044 861
## 174 841 657 617 1241 124 311 1130 1101
## 175 0 722 861 1062 120 332 1102 837
## 176 921 762 545 996 150 283 1129 854
## 177 0 698 916 0 181 141 1269 825
## 178 0 514 797 1548 88 187 825 486
## 179 1092 557 618 1027 117 264 862 397
## 180 0 796 323 981 172 334 1015 765
## 181 817 515 464 1595 85 214 1352 670
## 182 0 1121 690 1267 201 416 1131 705
## 183 1338 748 730 1473 151 328 1089 794
## 184 0 1015 690 1127 122 253 1071 901
## 185 0 565 739 1078 143 131 561 544
## 186 1282 465 564 1148 60 191 743 369
## 187 0 477 345 794 135 262 785 615
## 188 723 616 557 1258 186 215 894 597
## 189 0 419 690 1058 274 308 1064 746
## 190 966 374 825 1231 232 278 1001 1077
## 191 0 953 734 1293 262 154 1069 853
## 192 0 768 717 818 140 109 602 566
## 193 1545 868 714 869 124 158 831 357
## 194 0 779 409 692 229 301 777 650
## 195 1536 761 529 1426 238 379 988 666
## 196 0 758 1154 1512 333 374 1158 712
## 197 1111 741 850 1418 310 335 1236 710
## 198 0 779 1017 1198 374 317 1186 1093
## 199 0 539 932 1465 218 293 895 667
## 200 1564 451 675 1042 114 241 860 713
## 201 0 718 491 1058 184 287 1382 666
## 202 1328 524 730 1458 267 421 1109 719
## 203 0 685 1038 1397 362 474 1314 909
## 204 1280 982 843 1605 344 192 1294 1013
## 205 0 838 914 1987 361 144 1314 1147
## 206 0 0 707 1232 297 81 724 420
## 207 1694 1156 638 906 170 89 711 613
## 208 0 441 383 773 71 502 630 833
## 209 496 783 260 1362 238 440 902 876
## 210 0 924 381 1116 333 456 1060 771
## 211 976 1313 467 1569 241 468 1191 942
## 212 0 692 872 1974 467 267 1156 1017
## 213 0 0 723 1613 426 80 743 695
## 214 1513 1088 638 1332 254 147 1039 869
## 215 0 571 402 1317 233 307 883 1091
## 216 971 680 462 1191 269 328 928 970
## 217 0 829 909 1747 390 449 955 1034
## 218 1415 695 1085 1795 507 968 991 1249
## 219 0 483 914 1387 377 410 808 1237
## 220 0 0 1296 1328 351 286 705 1003
## 221 1674 1536 925 1463 286 305 804 1101
## 222 0 504 480 1059 264 397 579 1164
## 223 1267 705 678 1580 473 493 824 1089
## 224 0 982 912 1365 470 453 920 1083
## 225 1366 929 1177 1978 434 431 1051 1276
## 226 0 901 1470 1725 495 434 988 990
## 227 0 0 1075 1392 344 467 730 823
## 228 2037 1308 904 -130 259 515 880 861
## 229 0 898 809 1486 418 466 984 1025
## 230 1120 1054 687 1351 445 520 926 980
## 231 0 891 1066 1799 372 621 1247 1170
## 232 1362 780 1166 1485 476 792 1359 1190
## 233 0 1158 1421 1708 440 426 1095 1189
## 234 0 0 1039 1326 416 404 870 569
## 235 1597 1407 973 987 312 452 999 665
## 236 0 903 941 1165 502 498 1222 1364
## 237 1244 1016 911 1068 493 639 1298 1006
## 238 0 1197 1271 1505 527 663 1465 1212
## 239 1855 1095 1390 2008 656 1085 1734 1524
## 240 0 1522 1516 5066 588 743 1284 1533
## 241 0 0 1440 0 637 495 1195 766
## 242 2055 1809 1171 0 472 457 1362 797
## 243 0 1237 1135 0 508 704 1357 1309
## 244 1293 1359 1189 4449 702 924 1880 1122
## 245 0 2030 1102 1875 706 961 2069 1221
## 246 1700 2015 2280 2017 864 1286 2047 1472
## 247 0 1791 1673 2357 744 620 2137 1195
## 248 0 0 1706 1768 717 734 1434 796
## 249 2113 2909 1611 1405 659 749 1752 774
## 250 0 1586 1080 1524 1029 592 1862 1475
## 251 1488 1597 1047 1244 499 899 2239 1307
## 252 0 1873 1566 1854 887 977 2326 1628
## 253 1774 1826 1683 1811 887 1225 2445 1373
## 254 0 3338 2242 2918 935 705 2659 1829
## 255 0 0 1678 2043 845 582 2175 1051
## 256 2446 3881 1562 1527 522 702 2035 663
## 257 0 2367 2153 1695 889 877 2331 1010
## 258 3369 3271 1798 1915 777 1169 2382 743
## 259 0 3675 2845 3061 1223 1605 3413 1041
## 260 3136 3168 3073 2507 1353 1495 3918 1302
## 261 0 3792 2969 2986 1433 1087 2574 1267
## 262 0 0 2173 2349 1127 934 3193 1349
## 263 4046 6709 2930 2651 972 954 2725 1084
## 264 0 3106 3379 2238 1172 1440 4076 1331
## 265 2988 4101 3757 2599 1114 1828 3769 1246
## 266 0 5710 3859 3553 1536 2124 4762 2101
## 267 5418 3763 5301 3931 1765 2681 4915 1878
## 268 0 6225 4447 4559 1602 1702 5375 4507
## 269 0 0 5848 4131 1101 1574 4358 0
## 270 5920 9010 3759 3244 1153 1582 4566 2197
## 271 0 6473 4830 4256 884 2182 6165 1702
## 272 5672 6008 4796 4071 1031 2209 5250 2177
## 273 0 6940 6847 4603 1800 2611 6989 2357
## 274 6282 8516 5331 4005 1429 2369 7839 2667
## 275 0 7072 8494 6346 2270 1912 7552 2847
## 276 0 0 7378 3729 924 1327 7660 3923
## 277 7234 12763 7198 3718 1089 3440 7043 2729
## 278 0 7458 5755 5717 1082 2204 6794 1551
## 279 5853 5772 4733 4587 1263 2812 6129 3017
## 280 0 7592 7581 4349 1382 2663 7587 2915
## 281 5939 9779 6489 4614 1404 2381 8048 2921
## 282 0 7528 5858 4876 1524 1368 7460 3663
## 283 0 0 6923 4215 1143 1032 7409 3406
## 284 7526 11511 6060 3370 714 1860 11034 3544
## 285 0 6290 6097 3764 1004 1761 7250 2736
## 286 5738 4273 6177 4131 1077 2394 10319 3732
## 287 0 0 0 4471 964 2876 0 0
## 288 5224 17162 5533 3273 790 1114 16459 3225
## 289 0 8080 8564 2204 703 1257 6462 6257
## 290 0 0 8675 3193 723 1143 7585 1721
## 291 4425 10428 5490 3829 594 1941 6242 2200
## 292 0 5793 3295 2929 403 1787 8409 1737
## 293 4615 6955 4913 2679 480 2336 7435 2859
## 294 0 7146 5763 3998 970 2180 8633 1707
## 295 6234 8689 5075 4053 844 1615 9476 4827
## 296 0 6004 5914 5001 555 2243 10135 4370
## 297 0 0 5350 3876 477 1266 7508 3241
## 298 5730 9350 5131 2658 361 1293 9026 1903
## 299 0 5909 2879 3250 2346 1476 11728 2297
## 300 5778 4905 4177 2640 461 1321 8158 2307
## 301 0 5937 3219 3858 558 1850 10199 2460
## 302 5491 5157 3467 3900 507 1103 8487 3900
## 303 0 4486 4084 3743 376 811 9760 3983
## 304 0 0 3174 2694 281 1173 8666 4332
## 305 4724 7205 2808 2562 196 483 6476 2099
## 306 0 4730 2150 2762 328 1517 7041 2224
## 307 4551 4037 2010 2673 291 1242 3791 3238
## 308 0 4024 2340 3569 377 1297 9387 2975
## 309 5857 4180 2388 3723 494 1345 7782 3556
## 310 0 3896 2528 2784 231 670 7148 4108
## 311 0 0 2512 2072 251 967 7713 4970
## 312 4174 4551 1852 3130 82 721 5445 2596
## 313 0 3082 1551 2123 332 1221 6028 2186
## 314 5089 3443 1209 3141 270 1338 6316 3656
## 315 0 0 1559 3231 225 695 7512 3277
## 316 0 0 0 2076 0 805 0 0
## 317 0 7341 1950 1756 407 175 9700 3955
## 318 0 0 2322 1451 111 637 4884 2631
## 319 6373 3239 952 1522 93 875 3215 3448
## 320 0 3414 810 2479 272 932 5602 1194
## 321 6371 4222 1688 2761 371 1516 6150 3249
## 322 0 0 1795 3714 293 1501 8155 3906
## 323 5312 0 0 4729 0 918 0 0
## 324 0 8983 2192 2157 396 546 12476 5119
## 325 0 0 2536 2305 150 738 5662 8017
## 326 3572 4992 2944 1196 199 585 4455 2699
## 327 0 2291 1406 2632 254 1448 5652 1497
## 328 5501 4326 1920 2854 338 1436 5636 3305
## 329 0 4015 1697 3983 324 1122 8369 3781
## 330 5504 3625 2095 4332 282 1023 7855 5232
## 331 0 2706 2233 3825 120 1006 6982 4289
## 332 0 0 1942 2744 158 406 5050 6487
## 333 5180 4536 793 1659 114 644 6353 3885
## 334 0 1994 1230 2131 138 1000 6020 2210
## 335 4539 2694 1283 2060 167 1529 5039 3907
## 336 0 2698 1355 2780 243 932 6283 3142
## 337 4093 2598 1401 2231 221 779 5474 3538
## 338 0 1932 1333 2011 115 0 5469 3621
## 339 0 0 1201 1350 150 1068 4467 3314
## 340 3688 2843 873 1291 70 198 3184 1837
## 341 0 1738 842 1357 137 242 3529 1558
## 342 3590 2031 1004 1592 151 2064 4635 1986
## 343 0 2165 1074 2049 148 864 5472 2686
## 344 3241 2157 1329 1783 197 909 3194 2946
## 345 0 1601 1383 1777 153 599 4723 4157
## 346 0 0 998 2137 97 293 3307 2941
## 347 2602 3011 662 879 57 646 3215 1763
## 348 0 1476 580 1079 132 329 2813 1571
## 349 3262 1681 678 1444 154 662 3926 2686
## 350 0 1872 1110 1636 145 813 4167 2320
## 351 2168 1774 967 1957 153 0 3610 2787
## 352 0 1358 920 1249 104 973 3297 2373
## 353 0 0 839 1040 68 143 2332 2882
## 354 1983 2066 612 778 53 237 2176 1396
## 355 0 1203 480 890 115 487 2237 1296
## 356 2247 1383 504 1233 138 605 2731 2119
## 357 0 1358 1192 1399 98 507 3065 2782
## 358 2647 1379 913 1325 61 520 2631 2662
## 359 0 1018 830 1004 11 352 2608 2053
## 360 0 0 762 769 49 301 1639 2174
## 361 1398 1769 530 447 29 104 1376 1040
## 362 0 563 497 649 -9 344 2060 1070
## 363 1934 915 527 876 39 462 2380 1660
## 364 0 1284 788 1034 139 374 2086 1677
## 365 1208 1193 900 884 113 479 1756 1417
## 366 0 852 809 645 85 1542 1862 1458
## 367 0 0 639 489 46 209 1333 1266
## 368 1348 1265 547 421 46 92 1378 730
## 369 0 775 369 481 138 119 1165 508
## 370 1267 939 647 598 120 299 1067 1078
## 371 0 888 761 718 133 296 1525 618
## 372 2115 1193 825 562 119 400 1436 869
## 373 0 635 709 566 75 309 1501 973
## 374 0 0 751 410 49 198 1045 1036
## 375 883 1484 489 351 35 96 977 499
## 376 0 1316 409 443 104 357 2075 359
## 377 1122 1245 602 560 115 380 1310 798
## 378 0 1388 783 727 90 324 1748 1146
## 379 826 1073 997 394 90 297 1324 867
## 380 0 1156 695 478 69 278 997 779
## 381 0 0 658 274 29 167 960 706
## 382 639 1569 524 192 43 98 852 380
## 383 0 1067 331 266 105 400 1047 111
## 384 807 1536 633 387 110 262 1173 747
## 385 0 1526 810 467 117 365 1270 895
## 386 752 1486 668 430 94 337 1085 917
## 387 0 1289 798 386 79 343 999 978
## 388 0 0 780 291 34 373 502 461
## 389 590 1960 355 270 28 1 858 165
## 390 0 954 1110 332 95 252 1019 270
## 391 778 2316 719 449 101 308 1156 818
## 392 0 2091 922 530 111 303 991 694
## 393 519 2403 926 508 121 272 1342 422
## 394 0 1659 989 451 95 302 902 625
## 395 0 0 814 330 34 174 663 492
## 396 470 3143 765 235 25 115 787 310
## 397 0 2048 556 376 149 350 1040 232
## 398 686 3164 793 407 134 111 955 491
## 399 0 2629 1223 478 119 325 1434 559
## 400 606 3730 1217 379 111 275 1089 416
## 401 0 2660 1149 348 88 432 1051 0
## 402 0 0 804 261 49 142 706 0
## 403 615 4801 1009 173 50 183 897 959
## 404 0 3579 683 355 164 136 898 184
## 405 802 4454 1021 392 136 232 1252 501
## 406 0 5224 1547 448 197 288 1052 369
## 407 506 5030 1442 479 184 440 1860 467
## 408 0 4670 1450 348 154 451 1170 0
## 409 0 0 979 263 47 306 1009 0
## 410 429 8202 1453 193 56 129 934 882
## 411 0 5177 1007 319 241 359 1394 121
## 412 510 6311 1346 407 211 434 1339 390
## 413 0 6036 1728 407 208 550 1824 413
## 414 501 5498 2064 540 161 1343 1101 372
## 415 0 8413 1802 327 117 331 1741 0
## 416 0 0 0 279 61 242 0 0
## 417 354 10293 1113 206 76 146 2303 873
## 418 0 4964 2670 309 260 299 1148 120
## 419 540 8015 1500 458 193 528 1468 1764
## 420 0 7819 1997 448 197 403 1865 483
## 421 469 7834 2215 475 124 386 1371 416
## 422 0 6892 2183 426 213 436 1441 0
## 423 0 0 1510 281 44 197 1594 0
## 424 483 9674 1667 198 63 144 1468 968
## 425 0 8867 1217 429 231 331 1418 109
## 426 601 7955 1421 540 176 392 1465 406
## 427 0 6303 2179 613 165 309 1583 302
## 428 541 8955 1944 466 177 409 1415 273
## 429 0 5530 2009 381 139 505 1475 0
## 430 0 0 1567 254 58 176 854 0
## 431 429 8574 1138 189 51 140 1204 787
## 432 0 5259 1009 534 237 495 1119 75
## 433 593 5584 1301 411 176 488 1168 238
## 434 0 4867 1691 685 167 309 1266 283
## 435 489 5031 1794 622 152 292 1248 304
## 436 0 4698 1808 467 119 383 1144 0
## 437 0 0 1349 235 32 152 665 0
## 438 493 6524 975 195 121 100 1133 728
## 439 0 3676 889 322 189 258 937 115
## 440 645 4371 1191 514 156 251 1237 249
## 441 0 3623 1644 521 144 218 1335 289
## 442 620 3440 1635 533 175 267 997 374
## 443 0 3431 1434 628 166 206 1272 0
## 444 0 0 1428 811 69 95 814 0
## 445 515 5035 900 225 55 98 717 567
## 446 0 2527 830 312 149 256 823 142
## 447 470 2589 1008 454 169 239 1078 252
## 448 0 3514 1387 385 137 213 1081 148
## 449 467 2758 1232 414 123 220 1080 234
## 450 0 1825 1060 364 98 194 982 0
## 451 0 0 650 260 43 87 647 0
## 452 345 2716 961 178 44 66 517 667
## 453 0 1992 465 258 126 411 746 85
## 454 411 2171 696 329 111 177 1044 143
## 455 0 2057 880 451 114 159 738 153
## 456 367 1766 1030 350 96 88 749 151
## 457 0 1289 721 249 84 0 637 0
## 458 0 0 639 228 47 0 498 0
## 459 368 2230 470 145 31 177 575 431
## 460 0 1271 395 259 100 100 525 71
## 461 518 1560 517 266 127 64 742 124
## 462 0 1372 692 332 78 104 782 172
## 463 406 1132 573 431 69 104 732 185
## 464 0 1013 525 342 68 0 640 0
## 465 0 0 406 210 26 0 574 0
## 466 277 1378 320 121 30 170 398 458
## 467 0 739 218 273 80 72 520 89
## 468 446 799 310 261 67 71 609 119
## 469 0 542 407 366 40 46 536 137
## 470 277 614 304 427 49 61 469 144
## 471 0 445 288 292 46 0 458 0
## 472 0 0 230 184 20 0 320 0
## 473 0 0 0 108 9 64 0 0
## 474 0 862 118 114 18 36 513 466
## 475 526 420 114 306 83 30 212 42
## 476 0 510 188 351 53 83 326 115
## 477 332 446 203 511 53 41 439 152
## 478 0 388 251 337 27 0 268 0
## 479 0 0 218 0 21 0 236 0
## 480 244 419 167 227 16 90 189 338
## 481 0 293 108 460 39 37 274 80
## 482 401 257 108 378 44 29 289 124
## 483 0 301 130 482 53 35 253 122
## 484 269 318 136 438 35 43 230 178
## 485 0 0 0 0 0 0 0 0
## South_Dakota Wisconsin Alabama Arkansas Florida Georgia Kentucky Louisiana
## 1 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0
## 7 0 0 0 0 0 0 0 0
## 8 0 0 0 0 0 0 0 0
## 9 0 1 0 0 0 0 0 0
## 10 0 0 0 0 0 0 0 0
## 11 0 0 0 0 0 0 0 0
## 12 0 0 0 0 0 0 0 0
## 13 0 0 0 0 0 0 0 0
## 14 0 0 0 0 0 0 0 0
## 15 0 0 0 0 0 0 0 0
## 16 0 0 0 0 0 0 0 0
## 17 0 0 0 0 2 0 0 0
## 18 0 0 0 0 0 2 0 0
## 19 0 0 0 0 1 0 0 0
## 20 0 0 0 0 0 0 0 0
## 21 0 0 0 0 0 0 0 0
## 22 0 0 0 0 3 1 1 0
## 23 0 0 0 0 2 4 0 0
## 24 0 0 0 0 4 4 3 0
## 25 0 1 0 0 2 6 2 1
## 26 5 1 0 0 9 5 2 2
## 27 3 3 0 1 3 9 0 10
## 28 0 2 0 5 18 11 3 6
## 29 1 11 6 6 33 0 3 17
## 30 0 8 6 0 39 24 2 41
## 31 0 6 10 4 33 33 4 26
## 32 1 14 7 6 11 22 2 33
## 33 1 25 7 0 56 25 4 60
## 34 0 34 15 11 112 51 9 84
## 35 3 49 27 29 104 90 5 112
## 36 0 51 3 34 131 133 7 87
## 37 0 75 43 22 95 87 7 106
## 38 7 100 33 47 172 93 45 252
## 39 7 35 39 32 397 172 25 335
## 40 2 41 19 21 185 254 33 216
## 41 11 128 68 62 565 221 41 407
## 42 5 122 197 55 506 278 50 510
## 43 12 135 87 51 843 476 54 441
## 44 10 147 129 23 712 445 92 569
## 45 22 123 131 17 912 237 45 225
## 46 11 109 96 82 754 126 41 485
## 47 7 130 29 15 1037 1308 111 1212
## 48 21 199 153 61 1032 521 89 1187
## 49 36 180 165 99 1235 710 90 2726
## 50 22 186 259 55 1260 483 61 1147
## 51 25 196 104 5 1277 552 86 2199
## 52 28 155 208 110 805 264 38 514
## 53 48 173 165 74 1279 667 53 1857
## 54 32 138 191 70 875 1504 141 1417
## 55 73 178 172 3 1194 1063 197 746
## 56 54 129 469 146 1128 685 106 1253
## 57 89 183 170 56 1142 917 241 970
## 58 90 145 254 26 1018 778 147 761
## 59 104 128 321 52 909 289 123 581
## 60 138 87 220 130 1124 1071 85 421
## 61 120 127 150 88 609 957 162 502
## 62 180 166 196 101 891 682 81 433
## 63 143 154 255 21 821 1108 138 581
## 64 100 170 168 75 1413 1064 93 586
## 65 131 154 151 44 739 409 185 462
## 66 93 147 180 42 822 316 253 348
## 67 50 153 175 190 744 790 90 595
## 68 70 121 249 19 811 934 142 331
## 69 103 225 262 402 707 859 181 404
## 70 98 207 243 207 1072 772 108 481
## 71 84 304 194 211 885 635 298 401
## 72 107 331 187 99 306 548 126 372
## 73 65 224 208 92 689 706 169 261
## 74 33 170 118 68 610 372 72 295
## 75 68 208 211 58 708 994 229 218
## 76 60 231 175 80 347 856 164 374
## 77 76 334 143 48 497 410 169 341
## 78 76 460 226 66 1038 990 171 710
## 79 63 346 317 51 735 1110 0 429
## 80 43 304 114 59 615 469 251 200
## 81 37 272 173 27 819 409 115 333
## 82 53 330 308 67 542 549 577 323
## 83 58 335 485 86 563 1002 112 403
## 84 126 314 207 54 826 698 194 253
## 85 239 375 323 29 371 462 160 203
## 86 249 349 447 53 802 789 152 562
## 87 124 280 221 265 595 469 0 183
## 88 97 199 275 31 386 853 237 215
## 89 49 193 300 121 941 802 176 235
## 90 69 291 153 72 479 697 227 612
## 91 60 373 351 130 808 526 145 827
## 92 95 410 405 97 928 914 219 348
## 93 72 502 150 115 673 440 244 280
## 94 28 356 248 181 777 489 0 315
## 95 40 144 315 54 854 380 247 277
## 96 58 198 245 110 502 640 134 329
## 97 92 528 370 80 527 926 98 278
## 98 73 472 357 455 1204 758 8 1188
## 99 106 511 360 154 776 722 130 421
## 100 112 481 421 163 676 1005 146 115
## 101 95 400 521 147 740 706 0 129
## 102 23 307 370 107 879 483 0 640
## 103 67 279 666 151 509 409 349 245
## 104 57 599 379 97 379 691 124 443
## 105 83 512 755 261 651 649 104 305
## 106 73 733 293 239 1212 600 275 0
## 107 94 523 536 236 927 616 234 775
## 108 33 173 255 240 739 700 0 339
## 109 41 140 338 190 667 510 316 425
## 110 33 374 312 375 617 711 117 405
## 111 95 483 290 249 1317 687 222 387
## 112 85 492 212 358 1419 953 287 429
## 113 30 357 307 226 1305 774 255 427
## 114 90 322 636 450 1270 688 297 497
## 115 71 264 457 325 1180 589 0 330
## 116 33 203 424 314 966 599 181 234
## 117 52 270 481 340 1096 752 207 562
## 118 81 285 555 288 1371 731 157 418
## 119 61 333 848 448 1698 993 61 442
## 120 77 320 859 731 1902 810 213 523
## 121 91 272 888 548 2581 1018 275 1288
## 122 65 240 1014 406 2016 880 0 336
## 123 30 174 657 416 1758 733 201 553
## 124 38 266 632 274 2783 664 164 534
## 125 84 256 390 415 2610 952 156 928
## 126 59 422 882 322 3207 882 200 0
## 127 49 278 787 703 3822 1097 251 -119
## 128 67 385 543 511 4049 1800 156 870
## 129 72 280 472 419 3494 892 116 393
## 130 29 249 433 522 2926 1227 80 461
## 131 27 263 639 595 3286 1747 287 1356
## 132 66 432 954 697 5511 1706 201 882
## 133 60 464 1129 687 5004 1714 245 938
## 134 56 520 964 678 8942 1900 219 1354
## 135 91 539 888 570 9585 1990 268 0
## 136 55 457 359 508 8530 2225 63 1467
## 137 35 315 1718 439 5266 2207 103 845
## 138 48 601 854 520 6093 1874 255 1014
## 139 62 540 906 420 6563 2946 196 2083
## 140 67 539 1162 878 10109 3472 222 1383
## 141 85 579 1758 547 9488 2784 273 1728
## 142 50 738 997 587 11458 2826 0 0
## 143 35 522 1091 605 10059 2197 0 1937
## 144 42 484 925 439 6336 1548 744 1101
## 145 58 495 888 259 7347 3406 339 1936
## 146 79 598 1161 734 9989 3420 338 1888
## 147 94 754 2164 806 8935 2837 289 1843
## 148 65 845 1304 751 11433 4484 399 2642
## 149 53 926 1402 1061 10360 3190 417 2167
## 150 45 769 1614 503 15300 2525 255 1319
## 151 25 494 1860 572 12624 3643 262 1705
## 152 48 964 1673 794 9194 3394 525 2215
## 153 80 821 1784 564 10181 3871 388 2089
## 154 42 900 1933 817 13965 3441 381 2280
## 155 95 880 1953 648 11466 3908 489 2179
## 156 73 978 2069 771 10328 4689 521 0
## 157 44 830 1685 695 12478 3251 967 3116
## 158 37 703 1846 699 10347 2452 233 3186
## 159 76 1117 1364 728 9440 3413 588 1691
## 160 58 712 1338 591 9785 3314 420 2771
## 161 66 1052 2283 1013 10249 4286 546 2296
## 162 57 1018 1669 990 12445 4813 733 2084
## 163 105 953 1949 732 12198 3787 775 0
## 164 90 957 1037 642 9344 2765 309 3840
## 165 49 590 1778 824 8892 2890 510 2343
## 166 48 762 1180 734 9230 4209 447 1121
## 167 149 870 1263 787 9446 3271 517 1735
## 168 44 1059 1923 791 9956 3963 543 1708
## 169 79 832 1783 752 9007 4066 688 1799
## 170 103 1062 1502 662 9642 3660 518 0
## 171 88 922 2031 637 7104 3165 424 3467
## 172 65 404 1116 787 4752 2258 277 1099
## 173 59 728 963 784 5446 2513 615 3615
## 174 89 884 886 912 5409 3765 474 1482
## 175 105 839 1626 735 7650 3182 434 1303
## 176 98 989 1425 1011 7686 4109 489 1500
## 177 106 1165 1786 772 8502 4423 695 0
## 178 128 621 1122 572 6229 3169 383 2653
## 179 58 507 1655 645 4155 2429 228 562
## 180 50 724 536 383 5831 3563 438 1164
## 181 102 478 875 703 8109 3565 1036 1179
## 182 82 943 695 652 6236 2515 621 1135
## 183 127 1021 700 626 6148 3227 529 1298
## 184 94 829 1161 -400 6352 3273 552 0
## 185 156 685 722 673 3779 1862 358 1181
## 186 86 455 516 412 2678 1831 349 567
## 187 83 634 1220 410 3838 2816 480 640
## 188 123 663 969 729 4115 2305 544 778
## 189 125 740 699 549 4555 2759 627 918
## 190 193 826 321 887 4684 2889 593 899
## 191 251 950 1762 547 4311 2592 687 0
## 192 141 453 528 375 2974 1727 426 1223
## 193 149 392 675 320 2258 2304 312 623
## 194 80 638 185 480 2673 2101 561 550
## 195 66 768 1172 649 3220 2236 513 844
## 196 623 878 668 722 3269 2484 602 677
## 197 323 843 929 838 3815 2298 642 606
## 198 425 819 1561 795 3197 2386 696 0
## 199 380 537 1172 478 2583 1215 394 1624
## 200 187 266 696 368 1885 1498 311 326
## 201 240 981 982 273 7569 2226 612 689
## 202 254 545 86 615 2402 1916 673 956
## 203 334 727 381 969 3571 2675 669 813
## 204 259 1498 688 1094 3198 2066 680 822
## 205 293 946 1038 515 3656 2194 641 0
## 206 220 893 488 687 2564 1651 254 1395
## 207 191 567 659 350 1838 608 215 309
## 208 103 717 405 294 1823 1543 185 256
## 209 168 857 701 385 2056 1937 458 1522
## 210 263 1547 687 398 2583 1836 599 464
## 211 283 1369 830 1107 3650 1658 781 755
## 212 320 1353 726 1799 3190 2124 556 0
## 213 201 1582 972 509 2423 1409 483 1281
## 214 163 771 504 408 1736 1023 299 492
## 215 193 1348 514 730 3116 1496 545 371
## 216 297 1408 710 862 2355 2223 575 508
## 217 395 2034 574 992 3255 1847 450 478
## 218 389 2533 721 871 3204 1834 622 979
## 219 369 2283 1156 1078 3573 2284 816 0
## 220 252 1665 677 563 2521 1134 370 936
## 221 173 1271 754 641 1685 1184 301 243
## 222 320 1672 583 617 2470 882 581 752
## 223 445 1762 464 982 2590 1457 577 431
## 224 463 2392 981 1086 2541 1368 454 577
## 225 457 2504 798 897 2847 1468 758 706
## 226 579 2817 653 809 2795 1359 762 0
## 227 408 2217 670 487 1882 812 373 923
## 228 197 1726 501 807 738 596 387 240
## 229 259 2367 494 706 3266 1025 656 533
## 230 392 2319 1015 942 1948 1720 674 409
## 231 747 2887 598 1124 2628 1308 657 551
## 232 386 2745 827 958 2660 1300 772 817
## 233 464 2892 737 746 2787 1444 1022 0
## 234 432 1865 719 488 1868 847 520 893
## 235 180 1696 477 417 1415 789 469 218
## 236 278 2020 632 641 2251 936 692 532
## 237 557 2319 738 809 2582 1492 1798 1053
## 238 528 3132 372 1265 3306 1265 682 524
## 239 750 2988 1236 1167 2908 1625 805 257
## 240 690 2742 1001 908 1816 1237 807 0
## 241 542 2676 689 613 3754 1140 696 1181
## 242 346 1956 633 654 1533 902 473 60
## 243 418 3279 860 680 2725 993 469 682
## 244 813 3107 662 1079 2883 1297 979 320
## 245 700 3747 914 1278 3356 1640 837 743
## 246 720 3861 1065 1015 3449 1609 1028 774
## 247 771 0 972 883 4044 1534 991 0
## 248 628 3928 831 644 2539 1174 685 1143
## 249 565 3777 745 531 1707 752 543 201
## 250 562 4591 744 844 3662 1128 970 699
## 251 565 4205 879 1155 2144 1312 1120 718
## 252 946 3413 1047 1202 5558 1785 1017 772
## 253 1132 4378 973 1337 3689 2224 1025 699
## 254 853 4062 1031 1183 4471 1846 1460 0
## 255 1017 3626 935 797 2385 1318 1352 972
## 256 525 2883 820 612 3377 958 805 227
## 257 990 5262 738 952 4298 1491 1285 922
## 258 1095 3815 941 961 4115 1653 1400 452
## 259 918 4870 1157 1072 4198 1823 1376 394
## 260 1389 5096 1183 1162 1085 1377 1559 433
## 261 1320 5278 1575 1316 6838 2565 1550 0
## 262 1221 3493 944 867 4865 1192 1281 1071
## 263 495 3433 745 584 4651 939 885 275
## 264 926 5771 643 878 4637 1668 1179 1153
## 265 795 5935 1488 1293 4423 1863 1284 375
## 266 1180 5922 1151 1548 6257 1916 1733 681
## 267 1415 6141 1180 1870 5245 1738 1714 870
## 268 1095 7065 1327 1598 4452 1719 1677 0
## 269 1260 4280 1101 1038 6820 1253 976 1266
## 270 883 4360 980 945 3924 1103 1582 391
## 271 1017 7073 1133 1424 4353 1873 1476 1330
## 272 1202 7048 1368 1962 5838 1640 2058 0
## 273 1733 7497 1658 1809 5607 2496 1838 2207
## 274 1482 7777 2262 2312 6933 2315 2492 2796
## 275 1680 5146 1620 1848 4544 2492 2677 0
## 276 1100 6058 1596 874 10105 1952 1130 2239
## 277 821 4389 1154 1308 4663 981 1230 543
## 278 970 7090 1229 1554 7459 3536 2283 2192
## 279 1091 7989 1749 1715 7925 2514 2105 1323
## 280 917 6635 1838 2238 9085 2661 3019 1761
## 281 1205 6473 1947 2061 9085 2766 3144 4296
## 282 1011 6224 1687 1905 8409 3028 3118 0
## 283 733 3507 1490 1352 6587 1976 1956 3085
## 284 769 3095 1302 1017 6331 1809 1900 970
## 285 955 6202 1961 2122 8555 2424 1940 2120
## 286 998 5469 1778 1965 8376 2358 2648 1023
## 287 0 5095 2129 2348 0 2907 0 0
## 288 1926 1300 718 1052 17344 2394 4867 4559
## 289 721 5033 1637 1349 6277 2633 2095 0
## 290 701 3831 1833 1221 7363 1665 2344 1513
## 291 455 2534 2080 1112 6659 1532 1731 112
## 292 418 4078 2014 1950 8847 2796 3102 3989
## 293 1047 3777 3135 2212 9994 4051 2734 3370
## 294 823 4618 2766 2789 10870 4373 3059 2249
## 295 892 4847 3131 2827 10177 4947 2847 2450
## 296 759 4831 2735 2245 10431 3717 3296 0
## 297 623 2791 2111 1542 8436 1805 2231 3390
## 298 459 2155 1874 1118 7711 4861 1684 1010
## 299 505 4114 3218 2283 7985 3686 2192 1797
## 300 781 3619 2532 2327 9592 3744 2506 2672
## 301 555 4034 3453 2202 11335 6062 3196 2087
## 302 771 3858 2887 2770 11699 4729 2776 2191
## 303 619 4059 2656 2628 10577 4830 2586 0
## 304 489 2757 2295 1450 8958 4310 1930 3675
## 305 272 2122 1932 1355 8452 3296 1509 991
## 306 304 3501 2241 2141 9411 4812 1829 2167
## 307 677 2402 2846 2306 11541 4186 1796 2030
## 308 507 3643 3515 3039 13148 5835 2580 2994
## 309 436 3235 4182 2878 13000 6092 2171 2420
## 310 409 3675 2955 2693 11682 4236 2429 0
## 311 312 1826 2097 1536 8401 5087 1402 3156
## 312 303 1435 2193 1457 11015 3111 1689 1128
## 313 318 2403 3548 1941 10434 6203 1974 2766
## 314 378 2579 3161 2893 11384 5153 2102 2031
## 315 373 2799 3179 3204 13147 7899 0 2193
## 316 0 1506 3075 2122 0 5125 0 0
## 317 294 632 903 702 17042 3679 4312 0
## 318 351 2287 1602 908 7391 2949 1222 2871
## 319 246 1335 1660 1651 8198 3152 1037 733
## 320 420 2384 2020 2718 12075 5853 1933 3106
## 321 411 2755 3234 3184 13871 5465 2708 4261
## 322 325 3810 3408 2708 17192 8499 0 3329
## 323 0 1905 3885 4304 0 8719 0 0
## 324 494 1078 3287 2000 31518 6604 6975 0
## 325 483 2446 2047 2033 10603 5077 2314 5602
## 326 86 1407 1686 1306 11256 4030 1803 1105
## 327 342 3403 3604 4107 15431 6102 1263 3641
## 328 420 3406 3179 3705 17783 5588 4197 4142
## 329 291 3791 3314 3323 19816 7072 3664 3922
## 330 323 3474 3782 2944 19530 10379 3636 2553
## 331 237 3046 3634 2886 15445 8957 3229 0
## 332 241 1832 2286 3330 12313 7169 2656 4515
## 333 131 1456 1760 1268 11576 6339 1585 1333
## 334 178 2790 2031 3209 14896 5982 1814 3292
## 335 304 2134 2052 2467 13990 5662 3294 1754
## 336 234 2712 2603 2491 13720 6364 3008 3126
## 337 299 2269 2354 3124 16875 7348 2976 2103
## 338 253 1937 2358 2543 12119 6926 2324 0
## 339 191 1606 1610 976 11093 5384 1973 3536
## 340 95 1083 1127 1109 8002 4385 1560 953
## 341 112 1525 1803 1331 9816 4913 1567 1806
## 342 203 1522 1904 2520 11914 5724 2239 1434
## 343 254 2177 2095 3106 12873 5908 2291 2679
## 344 252 2070 2695 2162 13719 6442 1797 1796
## 345 210 1681 2340 1613 12311 6572 2770 0
## 346 158 1119 1444 1071 9535 4210 1495 2446
## 347 24 946 1527 636 8720 3530 826 1992
## 348 156 1301 1930 2485 9594 5690 1504 2004
## 349 169 1328 2049 1777 8408 4074 1325 2372
## 350 137 1802 2504 1892 11423 5379 1999 1874
## 351 133 1567 1884 1707 10976 4786 1746 1537
## 352 89 1493 0 1824 15019 4876 1724 0
## 353 134 1007 2964 881 7788 3000 1243 2703
## 354 52 750 909 1226 5730 2581 1085 926
## 355 112 1095 1170 1510 10533 2964 1399 1654
## 356 142 1177 1420 2426 6979 3816 1707 1230
## 357 126 1518 1955 2469 7711 3849 1756 1281
## 358 106 1266 1080 1824 11543 3527 1375 734
## 359 121 934 1357 1341 7486 3221 1206 0
## 360 64 671 846 672 6624 3153 1127 1330
## 361 43 543 715 637 5737 2488 749 1143
## 362 107 681 855 1475 7023 2583 1322 867
## 363 116 821 975 1092 7537 2445 969 317
## 364 180 1239 1145 1103 8525 3327 1194 1859
## 365 158 938 881 565 7617 2456 936 823
## 366 96 752 831 954 7515 2793 440 0
## 367 102 503 840 466 5436 1709 1048 1125
## 368 45 405 505 320 3615 1730 489 483
## 369 154 624 566 177 6297 1840 791 0
## 370 92 657 416 667 7342 2198 618 555
## 371 149 733 1010 253 5117 2238 517 511
## 372 127 774 799 268 6683 2174 1305 377
## 373 105 676 572 517 7280 2390 800 0
## 374 106 403 680 284 5065 1463 657 947
## 375 20 423 485 245 4151 1307 361 443
## 376 169 566 575 834 5610 2297 841 738
## 377 183 747 976 803 7128 2057 796 542
## 378 141 840 758 726 6640 2139 1059 636
## 379 104 656 589 516 5922 2208 788 684
## 380 141 689 807 557 5459 2153 641 0
## 381 92 464 489 3220 5539 1543 452 1046
## 382 37 308 408 94 1700 1214 404 299
## 383 141 324 487 440 7179 1752 604 550
## 384 132 539 2352 404 6014 1526 690 303
## 385 138 677 900 403 6118 1796 751 530
## 386 128 350 697 570 5975 1313 561 364
## 387 121 206 448 327 4690 1280 507 0
## 388 157 329 260 165 4098 939 387 520
## 389 8 178 235 133 3312 741 213 329
## 390 124 463 478 432 4426 1037 536 404
## 391 172 516 488 317 4853 1157 643 397
## 392 154 502 422 340 5065 1209 917 328
## 393 126 550 327 459 5214 1185 636 449
## 394 123 462 394 314 5244 1031 475 0
## 395 87 274 282 130 3699 788 353 702
## 396 20 294 1193 117 2826 860 314 138
## 397 111 480 479 396 4791 1099 484 611
## 398 130 318 622 325 4599 1127 603 280
## 399 172 490 480 264 5093 1253 473 396
## 400 271 390 388 228 5140 1261 468 107
## 401 168 402 468 274 5105 1167 437 0
## 402 105 420 279 108 3987 890 229 0
## 403 86 338 184 52 2862 534 197 963
## 404 110 353 81 239 5302 1045 527 393
## 405 215 776 634 231 5143 840 432 227
## 406 193 537 307 334 5773 1185 430 277
## 407 156 434 302 184 5750 1060 361 301
## 408 188 450 364 165 5883 1054 360 0
## 409 122 428 229 69 4943 748 270 0
## 410 74 296 193 79 3374 806 205 593
## 411 120 588 284 178 5062 893 380 318
## 412 193 563 300 212 5294 1089 485 325
## 413 172 517 313 211 6790 878 669 334
## 414 162 875 267 144 6490 1143 443 0
## 415 132 706 226 217 6017 770 283 0
## 416 0 584 153 84 4794 653 0 0
## 417 125 307 89 44 3480 501 434 886
## 418 134 886 119 163 5556 967 186 173
## 419 212 727 222 244 5885 961 549 276
## 420 171 1046 296 199 7939 1120 400 310
## 421 195 1092 226 178 7121 1005 494 446
## 422 175 804 209 171 6906 1019 258 0
## 423 0 569 200 100 5520 725 275 0
## 424 135 402 118 69 1613 583 241 722
## 425 194 922 266 224 9068 1094 425 323
## 426 167 929 207 220 6772 1081 436 259
## 427 177 943 230 283 6762 932 542 511
## 428 254 709 261 237 7296 1151 407 321
## 429 116 727 300 221 6323 1185 366 0
## 430 0 518 193 45 6834 702 186 0
## 431 103 373 91 59 4237 725 158 1241
## 432 135 805 284 198 5645 927 355 251
## 433 111 626 260 352 5571 943 451 469
## 434 100 732 516 161 6684 936 415 417
## 435 150 795 319 236 5464 1273 363 316
## 436 109 494 244 184 7411 1085 270 0
## 437 0 399 147 64 4671 739 212 0
## 438 79 367 183 63 3513 653 161 689
## 439 116 815 237 229 5271 787 360 348
## 440 128 688 280 291 5178 883 472 282
## 441 108 806 266 240 5666 1011 560 431
## 442 111 789 226 196 5306 1027 447 430
## 443 0 675 246 243 5419 982 434 0
## 444 0 405 217 137 3841 662 271 0
## 445 70 349 127 61 3075 576 217 525
## 446 175 721 0 296 3682 690 448 683
## 447 76 639 363 298 4394 654 429 305
## 448 65 667 306 188 4504 865 443 312
## 449 57 662 240 222 4165 865 384 445
## 450 0 525 309 245 3977 721 301 0
## 451 0 308 153 95 3231 505 155 0
## 452 61 205 84 76 2296 349 116 730
## 453 97 517 148 233 3263 720 409 505
## 454 62 558 253 224 3184 536 419 289
## 455 58 485 1019 192 4064 805 446 323
## 456 36 513 1687 250 3590 633 369 305
## 457 0 550 1506 202 3319 476 318 0
## 458 0 232 198 95 2482 374 223 0
## 459 32 116 141 67 1976 314 216 871
## 460 85 481 291 313 2805 492 368 373
## 461 32 383 206 244 2811 429 343 402
## 462 34 448 212 256 2893 649 377 327
## 463 28 406 231 201 2371 537 355 238
## 464 0 293 170 177 3406 428 275 0
## 465 0 147 149 97 2069 306 149 0
## 466 30 151 114 49 1606 202 196 361
## 467 74 376 193 329 1874 433 366 791
## 468 41 330 177 183 2327 388 288 275
## 469 28 272 182 218 2338 447 262 338
## 470 38 226 141 214 2338 361 262 249
## 471 0 0 0 160 0 441 274 0
## 472 0 0 0 61 0 200 0 0
## 473 29 379 0 30 0 187 0 0
## 474 0 58 470 69 5937 174 344 825
## 475 30 176 424 242 1234 367 262 362
## 476 13 165 303 197 1878 272 265 225
## 477 17 175 475 253 3000 346 341 281
## 478 0 0 0 203 0 224 235 0
## 479 0 0 0 88 0 199 0 0
## 480 14 260 591 62 0 201 76 635
## 481 31 168 0 231 0 251 339 -27
## 482 10 106 657 201 0 266 198 678
## 483 21 136 0 289 0 334 213 347
## 484 8 124 606 393 11454 275 187 212
## 485 0 0 0 0 0 0 0 0
## Mississippi North_Carolina South_Carolina Tennessee Texas Virginia
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## 6 0 0 0 0 0 0
## 7 0 0 0 0 0 0
## 8 0 0 0 0 0 0
## 9 0 0 0 0 0 0
## 10 0 0 0 0 0 0
## 11 0 0 0 0 0 0
## 12 0 0 0 0 0 0
## 13 0 0 0 0 0 0
## 14 0 0 0 0 0 0
## 15 0 0 0 0 0 0
## 16 0 0 0 0 0 0
## 17 0 0 0 0 0 0
## 18 0 0 0 0 0 0
## 19 0 1 0 0 0 0
## 20 0 0 0 0 1 0
## 21 0 0 0 1 4 0
## 22 0 1 0 0 3 0
## 23 0 0 2 0 0 1
## 24 0 0 4 2 4 1
## 25 0 5 1 1 1 3
## 26 0 0 2 3 4 4
## 27 1 1 1 2 4 0
## 28 0 7 2 9 2 8
## 29 5 0 1 8 16 13
## 30 0 8 6 6 12 11
## 31 4 9 9 7 5 4
## 32 2 1 5 13 1 6
## 33 9 7 14 21 7 16
## 34 13 34 13 25 19 10
## 35 16 23 21 56 60 17
## 36 90 40 44 74 51 20
## 37 0 47 48 143 110 38
## 38 61 71 22 134 30 67
## 39 48 42 103 110 18 35
## 40 71 101 44 52 58 36
## 41 57 106 82 117 564 101
## 42 108 132 32 173 422 69
## 43 94 127 83 246 335 144
## 44 84 172 121 170 321 135
## 45 95 232 114 164 500 151
## 46 89 140 151 297 325 130
## 47 90 191 158 405 389 230
## 48 136 86 210 444 731 234
## 49 104 273 261 162 672 222
## 50 181 236 146 222 661 306
## 51 97 309 217 254 780 395
## 52 183 183 132 312 702 230
## 53 100 285 183 169 464 241
## 54 177 351 185 336 986 455
## 55 88 205 135 224 1091 312
## 56 257 225 240 272 877 397
## 57 209 257 273 228 1441 467
## 58 173 404 142 252 890 568
## 59 139 208 112 194 923 197
## 60 161 296 120 302 422 473
## 61 145 208 114 213 718 424
## 62 273 99 103 256 868 329
## 63 264 342 275 183 963 389
## 64 169 394 155 327 916 602
## 65 181 281 160 173 889 562
## 66 300 353 131 308 663 484
## 67 238 271 62 168 535 453
## 68 204 187 169 156 738 461
## 69 178 269 153 448 873 501
## 70 259 388 156 424 875 675
## 71 281 444 153 460 862 542
## 72 284 571 183 463 967 733
## 73 193 207 237 478 858 586
## 74 183 312 123 251 666 548
## 75 248 426 122 134 874 758
## 76 227 380 146 314 883 534
## 77 246 561 214 369 1033 852
## 78 397 414 163 1156 1142 929
## 79 229 586 231 770 1293 870
## 80 109 155 137 516 1026 894
## 81 327 184 131 394 784 767
## 82 330 408 84 119 1037 717
## 83 217 502 95 248 1053 0
## 84 262 639 206 158 968 1180
## 85 404 471 225 345 1219 737
## 86 288 492 164 327 1251 812
## 87 123 404 122 217 1009 876
## 88 173 281 139 559 1000 927
## 89 234 301 135 566 1179 712
## 90 182 470 103 260 1355 830
## 91 393 691 159 329 1448 1038
## 92 318 622 218 271 1347 824
## 93 322 853 254 318 1801 940
## 94 173 530 155 100 785 668
## 95 136 511 126 623 909 690
## 96 272 677 114 367 1219 948
## 97 263 422 119 154 1411 708
## 98 255 738 204 429 945 1181
## 99 402 758 259 433 1181 780
## 100 381 1107 257 395 1060 754
## 101 247 497 201 356 839 489
## 102 206 742 82 462 623 1439
## 103 273 176 238 358 589 1550
## 104 313 488 207 341 1361 836
## 105 328 784 165 373 1855 1117
## 106 418 1076 343 406 1230 1084
## 107 439 1185 263 481 1332 1052
## 108 272 916 467 440 1949 970
## 109 251 674 287 548 593 748
## 110 268 626 267 821 1688 822
## 111 302 888 236 447 1703 645
## 112 238 1189 354 298 1649 906
## 113 209 1289 448 400 1693 661
## 114 265 1370 463 551 1940 842
## 115 236 921 370 310 1425 1226
## 116 498 938 514 563 638 530
## 117 341 676 428 631 1637 483
## 118 374 1011 531 294 2504 423
## 119 0 1310 682 471 1826 490
## 120 608 1768 729 786 2097 578
## 121 257 1427 785 415 2331 646
## 122 168 1443 840 891 1843 604
## 123 283 983 583 728 1254 357
## 124 353 751 612 670 4098 457
## 125 489 1002 561 313 3129 401
## 126 0 1333 982 686 3516 451
## 127 0 1652 1075 1188 3454 543
## 128 0 1549 1148 429 4430 641
## 129 0 1412 905 656 3866 551
## 130 1646 804 1005 451 3280 445
## 131 611 848 906 750 5489 503
## 132 526 1721 1270 932 5551 504
## 133 1092 1009 1120 799 5996 428
## 134 550 1635 1301 1410 5707 593
## 135 465 1719 1587 728 5747 634
## 136 361 1605 1371 0 5357 460
## 137 675 1342 1325 2125 4283 451
## 138 680 1186 1751 1212 6975 602
## 139 653 1843 1512 1806 8076 404
## 140 870 1629 1778 1575 7915 511
## 141 914 2099 1826 1822 7555 651
## 142 990 1413 1847 1428 8258 710
## 143 226 1329 1457 1291 3449 581
## 144 357 1546 1530 724 5338 358
## 145 957 1346 967 1359 10008 611
## 146 674 1435 1556 2472 9979 633
## 147 703 2039 1778 1605 9782 608
## 148 1031 1982 1725 1955 9765 904
## 149 797 2462 2265 1460 10351 868
## 150 868 1908 1947 954 8196 867
## 151 393 1827 1518 3314 5655 984
## 152 862 1956 2217 1514 10745 796
## 153 1025 1782 1851 2273 7307 1059
## 154 1230 2160 1809 2479 10291 901
## 155 1032 2051 1977 2279 14916 946
## 156 1017 2481 1539 2517 10158 904
## 157 792 1820 2369 1779 7300 1070
## 158 1251 1268 1448 1639 7404 925
## 159 1635 1815 1888 2190 9305 1012
## 160 1547 2140 1660 2473 9879 953
## 161 982 1892 1554 2570 9507 802
## 162 1610 2102 1983 2091 8701 1071
## 163 1434 2097 1376 1718 6020 1227
## 164 1207 1621 1182 3140 5810 913
## 165 653 1625 1215 2553 4267 1478
## 166 1342 1749 1649 2555 8342 861
## 167 1505 1763 1703 1778 9042 968
## 168 1775 2344 1694 2049 8800 846
## 169 1168 1954 1406 3088 8839 955
## 170 1134 1730 1553 2225 9539 866
## 171 672 1341 1181 1443 6226 957
## 172 572 1313 1147 1009 5303 1278
## 173 1074 1629 1200 1805 9167 1126
## 174 1245 1127 1233 1657 8706 745
## 175 956 1979 1295 2252 7598 771
## 176 1036 1545 1422 2432 7039 1897
## 177 1210 1954 1189 1803 6959 1185
## 178 527 1452 970 2127 4879 841
## 179 476 626 718 1202 4455 640
## 180 644 1051 929 1001 9803 905
## 181 1081 1166 783 1478 6200 662
## 182 612 1763 908 2118 6755 1054
## 183 944 1346 829 1947 7018 1175
## 184 825 1536 994 1289 8245 845
## 185 381 1246 592 1961 6744 851
## 186 276 564 439 1036 7368 717
## 187 795 1263 669 1034 7282 793
## 188 1348 1153 700 2022 7024 666
## 189 894 1972 872 1375 5303 814
## 190 874 2008 989 1669 5021 888
## 191 945 1729 827 1239 5559 1091
## 192 626 1472 696 1854 4398 844
## 193 511 1283 544 667 2847 655
## 194 801 1345 886 813 6346 912
## 195 904 1244 555 1936 5407 758
## 196 585 2091 464 1826 5600 1047
## 197 599 1415 1293 1636 4031 962
## 198 735 2585 1261 1465 4762 1177
## 199 647 1051 1036 835 3824 891
## 200 274 1186 636 1818 2615 820
## 201 634 2111 783 1396 4364 960
## 202 781 1129 583 1502 4334 847
## 203 751 1656 1123 1715 3680 1049
## 204 823 2045 1556 1051 5482 1069
## 205 539 1561 935 1765 4486 932
## 206 410 1086 631 1764 2995 1126
## 207 242 1018 608 983 2060 602
## 208 249 716 249 645 1421 792
## 209 426 897 296 833 4000 777
## 210 517 1222 300 1650 4018 1131
## 211 853 1532 2395 1622 3547 1084
## 212 445 1454 854 1032 4233 1147
## 213 254 1196 1838 933 1845 822
## 214 144 845 772 2450 4011 728
## 215 505 1106 661 957 5301 859
## 216 711 1137 511 1856 6026 704
## 217 701 1552 1137 1053 4047 997
## 218 497 1443 745 2357 3422 1130
## 219 655 1229 742 942 3827 876
## 220 277 1333 442 2075 2466 756
## 221 192 800 390 895 9853 579
## 222 465 1168 2522 739 17820 800
## 223 552 952 765 1561 3045 525
## 224 737 1688 850 835 4667 822
## 225 722 1579 1035 1910 4633 835
## 226 645 1663 1282 1437 4886 890
## 227 182 1273 571 2104 1694 561
## 228 190 864 540 737 4090 410
## 229 589 763 1046 879 4062 817
## 230 552 1372 128 1528 5683 653
## 231 696 2086 164 1293 3534 376
## 232 672 1608 579 971 3503 860
## 233 609 2006 1587 1192 7006 1073
## 234 321 558 623 1615 2884 960
## 235 215 2248 540 2489 3409 556
## 236 975 1268 684 1676 4132 548
## 237 563 1466 534 2080 4121 475
## 238 578 2219 885 1992 4238 1495
## 239 862 1803 814 1556 4036 971
## 240 957 2124 882 1646 4230 1005
## 241 294 1638 734 2068 2418 698
## 242 296 1232 593 2965 2648 690
## 243 713 1537 721 1147 5130 1036
## 244 876 1619 766 1709 4826 682
## 245 1322 2247 1140 2289 4726 1078
## 246 1116 2370 930 666 5870 1009
## 247 751 1865 856 2646 4885 942
## 248 0 2208 739 2605 3216 770
## 249 586 1089 576 3317 4748 601
## 250 730 1403 777 1508 5030 774
## 251 801 1495 686 2292 5252 785
## 252 958 2131 951 2046 6291 1062
## 253 795 2423 851 3606 6472 944
## 254 1212 2274 601 2574 6499 839
## 255 0 1712 1307 3500 4304 825
## 256 675 1605 803 2279 4700 759
## 257 854 1910 856 1908 7292 912
## 258 1000 1846 675 2446 5627 969
## 259 970 2626 867 2660 6826 1076
## 260 749 2390 713 2608 6631 1167
## 261 824 2468 828 1184 7145 1152
## 262 340 1994 1343 754 4259 972
## 263 365 1280 820 3161 4402 837
## 264 644 2162 814 1770 7516 1065
## 265 766 2062 780 3445 9627 849
## 266 1612 2498 574 1969 8594 992
## 267 967 2617 970 1373 7545 1227
## 268 1031 2410 1676 5071 8010 1542
## 269 804 2013 868 3636 5685 1032
## 270 516 1466 643 5919 6785 1021
## 271 933 2216 1142 1979 11211 1192
## 272 1256 2629 1009 3632 11150 1254
## 273 1271 2680 1308 3344 8461 937
## 274 1305 1598 1411 3733 11142 853
## 275 1370 3526 1700 4662 9177 1008
## 276 969 2856 1417 5817 6561 970
## 277 589 1877 1030 7951 7168 2071
## 278 905 2937 1138 1841 11624 1762
## 279 1593 2786 1246 4472 8870 1566
## 280 1395 3764 1477 2887 12500 1303
## 281 1638 3224 1770 3444 11815 1815
## 282 1972 2843 1624 4355 12826 1783
## 283 779 4148 1142 4589 8751 1745
## 284 699 2227 1115 4074 6704 2643
## 285 665 2761 1428 1304 14392 2142
## 286 1092 3628 1322 2118 15609 2142
## 287 1746 0 0 4404 12636 1980
## 288 1005 6811 1886 4340 3429 1226
## 289 1553 3311 1816 6750 4024 2537
## 290 1845 3438 1068 3052 6204 1614
## 291 1485 2579 1237 7975 10838 1471
## 292 1141 2388 1345 5693 16139 1662
## 293 2457 3374 1649 4099 16424 1470
## 294 2168 4686 1782 3967 14439 1382
## 295 2480 4501 2560 4356 13699 1820
## 296 1942 5231 2800 4914 11938 2922
## 297 1473 5840 2583 3072 8573 2869
## 298 1263 4146 2442 8136 8891 3047
## 299 1732 4242 2141 6019 14290 3127
## 300 2746 5482 2179 8213 11170 3387
## 301 2283 4698 1913 6011 12458 2780
## 302 2327 6636 3208 7289 11746 2561
## 303 2665 5239 3102 6691 13700 3116
## 304 1500 6193 3029 11352 6635 2522
## 305 1648 4296 2393 10319 8883 2647
## 306 2205 4610 2334 8251 15393 2474
## 307 2343 4151 2352 11410 15476 2854
## 308 2261 4590 2112 8945 3258 2828
## 309 2507 7398 3778 10421 13253 2277
## 310 1700 5406 3025 6347 13805 2636
## 311 2222 6057 2648 9689 6394 2954
## 312 1167 4113 2176 9891 9009 3196
## 313 2191 4589 2130 4441 17732 2687
## 314 2634 4085 3684 7221 19840 3339
## 315 2326 0 2368 5257 13300 3424
## 316 1527 0 0 9230 3342 2813
## 317 845 17019 3286 5165 2256 1105
## 318 1365 2781 6981 3188 6520 3254
## 319 1701 3445 1626 3712 13805 1937
## 320 1943 2951 2278 4797 28020 2872
## 321 3023 6302 2461 8220 17766 2516
## 322 2756 5984 3400 5993 14985 3714
## 323 2575 0 0 8780 12508 3607
## 324 1891 16564 4352 8550 4276 2910
## 325 1784 6142 8317 4165 14581 3918
## 326 1616 4769 3592 3953 16098 2736
## 327 1767 4387 2318 5399 27855 3042
## 328 2791 5017 4201 7588 19814 3690
## 329 3255 8714 4042 9000 20105 3774
## 330 2175 8589 5107 6369 17784 4049
## 331 3203 10160 4752 5844 19363 4345
## 332 2214 7882 3750 7419 13190 3668
## 333 1227 5583 2733 3527 13488 3545
## 334 1648 6114 1440 3478 22747 3473
## 335 1942 3459 4962 4625 22560 3265
## 336 1948 7934 4855 4983 18926 3836
## 337 2342 7505 3752 5557 21990 3613
## 338 2680 6912 5283 4808 21017 5053
## 339 1606 5951 5007 4474 15969 5375
## 340 1457 0 3008 2430 10728 5387
## 341 1193 8937 2613 2057 8365 3427
## 342 1702 4287 4943 4483 25935 2897
## 343 2290 5705 3698 3492 18964 3160
## 344 2050 6031 3633 4064 18234 2692
## 345 1856 5843 3617 4029 14138 3781
## 346 1196 5123 3588 2841 10176 2752
## 347 927 4305 2788 1710 5524 4451
## 348 1452 3129 2037 1979 22478 3367
## 349 2074 4045 2744 3400 15072 3676
## 350 1804 5148 3047 1777 14992 3505
## 351 2186 5650 3374 4908 15226 3137
## 352 1528 4938 3176 2251 15702 2955
## 353 811 4199 2559 3119 10088 1937
## 354 705 3473 2180 1326 28027 2122
## 355 825 2280 1580 2173 19559 1830
## 356 791 5024 1889 1856 13570 2129
## 357 1210 4260 1567 3154 12294 1998
## 358 1210 4086 4859 2661 10760 3641
## 359 1036 3225 1852 3182 11325 3193
## 360 900 3923 2357 2387 5420 2084
## 361 635 2706 1577 1226 6821 1257
## 362 656 2215 1500 1636 10653 2343
## 363 784 2488 1734 2947 10278 2122
## 364 911 3359 1628 1624 9032 2591
## 365 984 3486 2441 2246 10100 2305
## 366 695 2955 1835 1792 8903 2329
## 367 1093 2709 2869 1347 6070 1793
## 368 544 2223 1183 1143 3444 1056
## 369 734 1376 921 962 3609 1014
## 370 684 2015 810 780 2709 1398
## 371 134 2819 1580 998 2789 1526
## 372 360 2369 1706 1372 2270 1557
## 373 350 1915 1809 1335 5032 1393
## 374 390 2113 1572 1129 3826 1658
## 375 242 1776 857 952 5754 834
## 376 348 1004 788 1226 8019 1198
## 377 669 1994 1055 1631 5356 1160
## 378 920 2448 1656 1994 5108 1388
## 379 731 2171 1180 1573 5635 1151
## 380 549 2003 1260 1374 8553 1125
## 381 704 0 1250 1117 3076 1268
## 382 199 3018 784 689 4962 803
## 383 301 874 532 644 5781 843
## 384 380 1330 646 1598 6203 884
## 385 479 1899 916 1514 5043 886
## 386 591 1606 1190 1445 5063 1348
## 387 576 1502 876 1312 4335 1577
## 388 260 0 826 1278 2335 899
## 389 70 2204 601 420 1871 636
## 390 357 615 448 1338 4157 1714
## 391 437 1114 571 1355 3331 838
## 392 679 1473 407 1512 3580 879
## 393 763 1417 1089 1543 4967 1091
## 394 690 521 1065 0 3977 907
## 395 203 0 525 0 2284 758
## 396 101 2874 405 3143 1900 735
## 397 369 745 407 1342 4458 843
## 398 352 1102 801 1826 4284 830
## 399 322 1520 921 661 3890 1367
## 400 392 1424 681 1997 2678 1029
## 401 361 1465 825 0 2511 1033
## 402 160 0 694 0 1749 756
## 403 95 2368 355 3024 1728 797
## 404 306 698 505 1459 3431 738
## 405 387 1208 459 1388 3285 813
## 406 317 1485 682 1519 2337 944
## 407 268 1508 722 781 4584 1125
## 408 210 0 814 0 2412 1400
## 409 196 0 689 0 2041 946
## 410 79 4166 526 2900 2338 835
## 411 163 765 369 837 3210 991
## 412 288 1259 604 1313 3453 598
## 413 271 1490 508 1772 2515 1262
## 414 284 0 668 0 2642 1010
## 415 290 0 698 0 1428 1060
## 416 97 0 0 0 1495 934
## 417 70 4851 734 3408 904 747
## 418 183 749 775 986 4143 1113
## 419 270 1057 414 1497 3675 1057
## 420 240 1488 528 1460 3707 1496
## 421 243 1587 686 1120 2464 1000
## 422 238 0 652 0 2295 1247
## 423 117 0 591 0 1558 926
## 424 70 4274 459 2829 1491 996
## 425 317 896 455 1457 5237 1217
## 426 275 1564 476 1208 2409 803
## 427 410 1821 656 1535 2924 1032
## 428 216 1854 916 1370 2371 1251
## 429 292 0 641 0 1814 1175
## 430 157 0 602 0 1507 942
## 431 37 4458 522 5358 1094 682
## 432 362 867 383 721 3947 898
## 433 233 1356 452 1270 3729 796
## 434 319 1642 437 2008 2468 801
## 435 212 1643 651 1208 2673 1042
## 436 0 0 693 0 1912 772
## 437 0 0 468 0 1190 531
## 438 638 4273 411 2010 1720 599
## 439 172 825 322 1187 3206 908
## 440 334 1132 421 1134 3045 795
## 441 161 1202 443 1092 2580 916
## 442 246 1755 788 958 2639 724
## 443 0 0 718 0 2623 956
## 444 0 0 597 0 961 459
## 445 500 3440 410 2006 1223 528
## 446 208 727 294 542 3339 799
## 447 104 952 364 907 1925 578
## 448 214 1336 417 1187 1707 734
## 449 240 1554 530 769 2171 851
## 450 0 0 465 0 1651 714
## 451 0 0 379 0 1131 587
## 452 509 2922 324 1519 654 597
## 453 267 479 192 558 3001 699
## 454 205 1041 255 669 1884 324
## 455 362 1014 224 841 1700 426
## 456 201 1237 417 627 1937 248
## 457 0 0 1334 0 1466 413
## 458 0 0 285 0 424 280
## 459 316 2053 250 1300 325 230
## 460 608 456 117 449 3159 432
## 461 257 631 279 477 1660 226
## 462 276 924 210 420 1448 367
## 463 105 711 295 383 1138 278
## 464 0 0 228 0 1790 315
## 465 0 0 204 0 595 171
## 466 482 1843 258 882 543 103
## 467 157 337 102 347 3162 499
## 468 154 518 183 393 1712 224
## 469 211 600 210 392 985 224
## 470 131 527 258 303 1513 293
## 471 0 0 150 0 859 197
## 472 0 0 107 0 360 188
## 473 306 0 112 0 135 122
## 474 42 1522 0 603 122 158
## 475 101 201 177 324 1430 169
## 476 192 246 68 292 1323 153
## 477 141 507 41 220 1865 178
## 478 0 0 148 0 1601 215
## 479 0 0 114 0 595 148
## 480 332 947 48 355 476 98
## 481 57 173 81 189 3442 117
## 482 107 285 147 199 3561 187
## 483 194 312 49 362 -2623 201
## 484 236 283 104 140 1108 91
## 485 0 0 0 0 0 0
## West_Virginia Connecticut Washington_D.C Delaware Massachusetts Maryland
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## 6 0 0 0 0 0 0
## 7 0 0 0 0 1 0
## 8 0 0 0 0 0 0
## 9 0 0 0 0 0 0
## 10 0 0 0 0 0 0
## 11 0 0 0 0 0 0
## 12 0 0 0 0 0 0
## 13 0 0 0 0 0 0
## 14 0 0 0 0 0 0
## 15 0 0 0 0 0 0
## 16 0 0 0 0 0 0
## 17 0 0 0 0 0 0
## 18 0 0 0 0 0 0
## 19 0 0 0 0 1 0
## 20 0 0 0 0 0 0
## 21 0 0 0 0 1 3
## 22 0 0 0 0 5 0
## 23 0 0 1 0 5 0
## 24 0 1 1 0 15 2
## 25 0 1 3 0 13 0
## 26 0 0 0 0 51 1
## 27 0 1 5 1 3 3
## 28 0 3 0 3 13 3
## 29 0 5 0 0 15 5
## 30 0 9 6 2 15 9
## 31 0 6 1 1 26 5
## 32 0 15 5 1 33 6
## 33 1 27 9 8 21 20
## 34 1 28 8 10 38 28
## 35 3 63 32 4 72 22
## 36 3 35 6 8 85 42
## 37 3 29 21 7 112 41
## 38 5 104 18 11 121 54
## 39 4 88 21 31 131 44
## 40 19 203 46 17 382 61
## 41 12 257 48 15 679 74
## 42 25 137 30 11 579 157
## 43 20 279 43 35 823 194
## 44 17 233 38 49 1017 218
## 45 11 469 59 18 698 247
## 46 21 578 94 32 797 174
## 47 17 557 0 55 868 247
## 48 29 429 91 49 1118 325
## 49 26 267 67 25 1228 346
## 50 20 1090 104 57 1436 427
## 51 45 362 145 143 1334 367
## 52 42 399 96 80 764 484
## 53 21 1231 99 110 1337 436
## 54 67 875 114 145 1365 326
## 55 50 1000 229 188 1588 1158
## 56 61 1003 83 93 2151 656
## 57 51 754 137 117 2033 783
## 58 17 972 118 153 1886 726
## 59 20 525 97 146 2615 531
## 60 22 1346 80 136 1392 711
## 61 61 608 103 165 1296 536
## 62 24 766 139 88 1755 560
## 63 21 1129 153 61 2263 752
## 64 36 925 126 248 2221 788
## 65 50 741 190 215 1970 736
## 66 65 412 127 0 1705 522
## 67 18 1853 134 207 1566 854
## 68 21 545 171 186 1556 509
## 69 34 2109 108 269 1745 582
## 70 18 631 155 108 3079 962
## 71 29 821 167 134 4946 879
## 72 15 661 171 134 2379 1150
## 73 28 687 142 458 1590 815
## 74 24 728 51 128 1524 906
## 75 18 315 102 413 1840 626
## 76 14 455 112 80 1963 736
## 77 16 933 217 79 1940 893
## 78 26 1064 335 184 2106 1730
## 79 33 523 139 120 1952 1001
## 80 7 0 219 170 1824 989
## 81 15 686 154 80 1000 946
## 82 32 648 152 83 1184 709
## 83 10 374 139 407 1754 1046
## 84 39 789 193 161 1696 1211
## 85 23 627 245 172 1612 1111
## 86 25 573 203 166 1410 1049
## 87 25 570 170 170 1050 1053
## 88 6 211 117 118 669 786
## 89 5 568 96 176 870 688
## 90 33 522 99 211 1165 751
## 91 30 609 152 271 1685 1091
## 92 13 621 135 150 1239 1083
## 93 10 618 171 174 1512 982
## 94 35 716 81 123 1077 836
## 95 -1 697 147 199 1042 958
## 96 18 314 164 168 873 1784
## 97 36 587 117 157 1045 777
## 98 48 191 237 192 1114 1208
## 99 23 432 105 143 805 893
## 100 101 382 73 161 773 1071
## 101 42 446 144 119 1013 818
## 102 15 405 115 156 596 839
## 103 23 430 109 101 422 535
## 104 70 -15 72 30 527 736
## 105 39 271 86 75 675 1286
## 106 45 203 46 65 617 1279
## 107 20 260 179 186 789 1027
## 108 31 179 84 76 664 763
## 109 15 539 56 107 326 549
## 110 24 239 29 80 248 848
## 111 30 112 130 27 425 807
## 112 21 148 104 34 412 876
## 113 21 221 79 27 420 912
## 114 18 358 70 72 505 712
## 115 7 150 63 97 261 491
## 116 23 124 57 30 193 431
## 117 18 87 85 48 200 500
## 118 9 168 63 36 203 561
## 119 24 114 52 50 346 732
## 120 21 228 65 67 307 416
## 121 26 305 55 56 259 692
## 122 30 94 58 35 206 396
## 123 33 147 32 76 58 331
## 124 10 114 19 63 140 377
## 125 26 80 29 41 180 560
## 126 42 11 56 55 199 260
## 127 35 117 49 112 152 319
## 128 65 158 32 70 223 408
## 129 43 40 36 94 105 350
## 130 9 27 38 45 136 297
## 131 41 117 36 27 182 404
## 132 18 14 34 42 111 330
## 133 50 81 31 91 160 440
## 134 69 65 26 37 149 338
## 135 52 147 31 30 305 335
## 136 35 97 32 44 163 327
## 137 53 59 44 285 89 477
## 138 35 152 35 98 73 305
## 139 74 58 38 36 157 359
## 140 74 74 25 221 158 505
## 141 24 71 45 192 212 538
## 142 64 0 12 73 163 380
## 143 121 0 35 132 111 291
## 144 94 259 33 165 157 272
## 145 105 57 54 121 140 492
## 146 48 75 73 48 162 465
## 147 137 101 37 69 177 586
## 148 126 78 64 121 152 463
## 149 191 0 58 91 167 557
## 150 128 0 46 61 172 642
## 151 52 223 59 75 154 418
## 152 55 20 40 90 203 733
## 153 147 106 80 81 142 756
## 154 128 114 50 64 143 648
## 155 114 143 39 223 216 707
## 156 199 0 79 92 177 835
## 157 70 0 67 90 218 925
## 158 100 162 78 105 174 554
## 159 81 41 88 122 165 860
## 160 44 127 102 46 192 627
## 161 339 9 42 132 270 664
## 162 103 544 78 278 214 930
## 163 164 0 68 -27 210 1288
## 164 66 0 63 115 273 694
## 165 109 207 78 116 182 1128
## 166 117 94 87 70 178 648
## 167 149 463 54 126 356 761
## 168 107 130 58 87 304 892
## 169 205 140 69 99 387 1169
## 170 155 0 79 89 290 1019
## 171 118 0 69 72 353 909
## 172 116 252 39 106 165 870
## 173 73 48 85 82 438 710
## 174 106 115 45 159 338 572
## 175 115 20 75 69 162 579
## 176 154 75 71 80 320 801
## 177 129 0 64 57 320 775
## 178 130 0 100 73 286 922
## 179 60 247 54 59 214 755
## 180 117 117 89 65 296 585
## 181 131 22 63 66 229 541
## 182 141 76 65 202 319 776
## 183 119 115 94 373 212 715
## 184 185 0 41 56 366 818
## 185 104 0 61 55 303 519
## 186 69 370 53 85 213 503
## 187 95 -12 52 57 175 520
## 188 66 59 29 50 262 414
## 189 183 118 55 75 262 580
## 190 84 87 60 52 431 670
## 191 120 0 65 58 109 624
## 192 87 0 56 67 0 579
## 193 40 492 49 47 571 567
## 194 82 29 45 20 349 377
## 195 145 180 38 24 315 440
## 196 121 130 72 -10 365 577
## 197 159 145 57 107 438 601
## 198 140 0 74 266 421 630
## 199 144 0 34 -6 174 497
## 200 138 384 33 86 301 458
## 201 255 127 57 106 354 614
## 202 132 102 28 14 288 456
## 203 200 101 58 104 393 693
## 204 193 156 51 99 219 819
## 205 247 0 52 140 416 776
## 206 121 0 41 151 370 512
## 207 154 0 36 206 222 764
## 208 80 417 47 59 168 356
## 209 116 89 25 65 182 336
## 210 189 222 25 93 363 503
## 211 147 233 81 93 443 646
## 212 325 0 59 167 435 809
## 213 178 0 40 123 267 577
## 214 116 569 30 88 235 536
## 215 153 136 65 200 286 599
## 216 209 135 56 97 295 643
## 217 228 220 47 84 419 631
## 218 244 141 62 48 431 543
## 219 189 0 50 83 569 682
## 220 175 0 53 117 340 412
## 221 113 497 23 101 244 412
## 222 214 136 43 94 143 344
## 223 116 155 29 69 542 385
## 224 179 157 56 117 455 503
## 225 238 115 57 138 454 559
## 226 173 0 52 71 515 613
## 227 185 0 35 104 594 431
## 228 151 560 14 129 367 477
## 229 162 182 36 142 450 431
## 230 145 221 26 82 510 414
## 231 166 192 32 174 708 785
## 232 275 555 65 150 753 712
## 233 137 0 50 188 600 597
## 234 161 0 46 118 626 471
## 235 119 823 28 120 465 501
## 236 172 121 105 103 454 413
## 237 173 123 45 84 509 460
## 238 180 384 68 132 409 761
## 239 353 290 78 145 734 734
## 240 181 0 75 171 587 636
## 241 209 0 66 132 570 562
## 242 149 1339 38 159 765 504
## 243 240 320 46 105 632 482
## 244 216 164 64 71 518 575
## 245 236 167 34 95 568 630
## 246 358 802 89 164 702 781
## 247 185 0 79 218 550 798
## 248 239 0 36 151 744 530
## 249 186 1191 25 103 827 497
## 250 185 434 50 129 821 590
## 251 151 416 53 50 646 492
## 252 243 502 39 153 986 743
## 253 284 679 72 159 968 712
## 254 236 0 97 160 1128 796
## 255 140 0 61 114 1097 792
## 256 247 2047 45 207 1216 565
## 257 346 538 94 81 1025 897
## 258 249 490 67 143 1137 684
## 259 334 1319 101 161 1243 962
## 260 445 761 70 198 1488 927
## 261 387 0 122 200 1292 967
## 262 344 0 103 175 1139 864
## 263 300 2651 69 185 725 850
## 264 227 985 86 115 923 771
## 265 304 530 77 108 1629 1000
## 266 449 1687 81 219 1761 1198
## 267 473 1065 110 282 2038 1541
## 268 506 0 99 223 2200 1410
## 269 537 0 110 345 1809 1081
## 270 295 3338 86 305 1184 1375
## 271 301 1524 86 204 2047 1338
## 272 640 1754 206 230 2495 1714
## 273 536 1158 128 204 2482 1477
## 274 589 2746 159 470 2674 1869
## 275 928 0 148 379 2841 2321
## 276 696 0 163 408 2076 1840
## 277 684 4639 87 397 1967 1726
## 278 674 1702 245 352 2263 2149
## 279 763 2042 156 203 2744 2018
## 280 933 2353 213 398 2532 2910
## 281 914 2088 130 663 2288 2353
## 282 923 0 153 505 2991 2885
## 283 701 0 190 487 2721 2168
## 284 486 5271 139 403 1785 1658
## 285 747 540 119 453 2225 1667
## 286 779 1872 107 331 3224 2697
## 287 843 0 220 584 0 2319
## 288 682 3429 201 591 4464 2378
## 289 685 0 371 500 2914 1590
## 290 695 0 140 581 2501 1999
## 291 638 4714 104 403 1166 1923
## 292 714 1459 133 689 2845 2765
## 293 708 2672 157 355 4613 2220
## 294 828 4751 322 758 6477 2044
## 295 961 1538 316 942 5192 3792
## 296 1195 0 392 698 5356 3193
## 297 1073 0 264 816 4747 2643
## 298 916 8129 183 799 2463 2302
## 299 734 2414 270 753 3627 2632
## 300 1023 2290 265 929 5675 2692
## 301 1017 2431 244 643 5130 3202
## 302 788 3782 259 782 5475 2616
## 303 1216 0 286 1058 4968 3538
## 304 806 0 231 584 4677 2638
## 305 915 7231 164 997 3572 2314
## 306 954 1470 301 685 3720 2401
## 307 841 2319 263 787 5450 2405
## 308 1341 2321 228 839 4985 2217
## 309 976 2680 274 341 5632 2569
## 310 1172 0 238 1027 3995 2201
## 311 864 0 259 480 4162 2054
## 312 789 4595 139 440 3760 2265
## 313 982 1583 160 567 3293 2324
## 314 759 1745 326 612 4509 2465
## 315 1099 2038 210 780 5655 2866
## 316 1200 0 0 638 0 2432
## 317 1115 0 274 820 7424 2280
## 318 462 0 492 584 2973 1758
## 319 336 8457 140 431 4060 1985
## 320 806 767 193 701 3659 1878
## 321 957 1696 223 407 6135 2628
## 322 1112 2045 225 860 6887 2973
## 323 1744 0 269 608 0 3557
## 324 1213 4412 257 809 8542 2952
## 325 1366 0 255 611 3110 2148
## 326 500 4516 140 849 4358 2483
## 327 785 2332 262 767 4178 1956
## 328 953 2486 316 629 6419 3146
## 329 1166 3304 268 1220 7136 2970
## 330 1605 3236 357 554 7635 3732
## 331 1570 0 350 972 7110 3758
## 332 1173 0 334 798 5396 3310
## 333 859 7364 202 554 4239 3012
## 334 649 3689 430 619 4906 2665
## 335 796 3529 177 727 5278 2516
## 336 684 968 220 892 5545 2948
## 337 1144 1878 320 662 5074 2924
## 338 1238 0 397 645 5657 3292
## 339 594 0 314 922 4283 2414
## 340 889 6703 182 616 3224 1769
## 341 715 2094 226 401 2567 1972
## 342 562 1915 144 464 3987 2167
## 343 783 1662 209 748 4821 2166
## 344 864 2019 293 710 4935 2396
## 345 942 0 172 682 4330 2392
## 346 417 0 224 660 3750 2145
## 347 397 5817 204 616 3477 1686
## 348 791 1267 195 299 2215 1482
## 349 607 2440 165 342 3022 1939
## 350 603 1426 267 663 4222 2190
## 351 698 1258 282 440 2781 1880
## 352 735 0 248 616 3957 2097
## 353 528 0 210 520 2546 1747
## 354 298 3931 136 424 2270 1163
## 355 423 2568 130 201 1963 905
## 356 383 482 61 286 2186 942
## 357 451 937 166 243 2602 1554
## 358 489 1431 269 321 2982 1547
## 359 395 0 243 286 3378 1500
## 360 418 0 158 762 3004 1566
## 361 302 4367 101 337 1276 903
## 362 322 869 145 279 1319 976
## 363 321 888 67 251 1920 1137
## 364 373 1003 185 414 2213 1199
## 365 377 838 137 388 2228 1112
## 366 338 0 126 409 1949 1159
## 367 226 0 122 331 1820 847
## 368 207 2905 83 236 1480 722
## 369 125 580 130 130 967 516
## 370 220 534 49 212 1322 759
## 371 313 547 121 271 1803 986
## 372 205 1198 160 329 1679 1008
## 373 263 0 92 350 1822 763
## 374 191 0 95 201 1316 618
## 375 172 2233 107 358 1150 611
## 376 196 1357 89 138 1114 662
## 377 192 1493 99 278 1788 862
## 378 328 975 179 295 1928 976
## 379 223 787 162 297 1734 970
## 380 271 0 194 419 1516 836
## 381 227 0 120 282 1428 827
## 382 139 2680 86 281 1248 603
## 383 129 502 83 113 117 468
## 384 240 494 51 232 1553 786
## 385 207 878 196 218 1410 809
## 386 219 830 108 231 1677 913
## 387 254 0 151 265 1495 932
## 388 116 0 146 215 1281 709
## 389 141 2066 160 209 892 716
## 390 131 749 331 116 1006 631
## 391 199 512 96 212 1413 900
## 392 266 735 122 789 1589 924
## 393 213 1185 154 231 1577 990
## 394 207 0 150 245 1548 1101
## 395 230 0 79 225 1508 860
## 396 148 2525 112 233 1004 617
## 397 211 853 107 137 1018 658
## 398 192 373 81 372 1640 917
## 399 276 1156 81 302 1857 1113
## 400 270 1207 142 210 1887 1152
## 401 282 0 141 307 1880 1118
## 402 248 0 54 345 1678 1007
## 403 193 2976 154 142 1103 682
## 404 194 898 105 180 1476 722
## 405 244 1457 107 210 1865 1173
## 406 311 1489 74 219 2274 1382
## 407 357 1699 156 287 2301 1361
## 408 401 0 226 376 2362 1366
## 409 208 0 124 361 1817 1335
## 410 257 3229 73 340 1464 1031
## 411 231 1617 165 171 1683 903
## 412 276 832 100 229 2252 1366
## 413 381 1580 143 386 2455 1584
## 414 262 1488 151 402 2160 1457
## 415 305 0 125 487 2263 1275
## 416 230 0 105 299 0 1669
## 417 125 2699 75 201 2912 859
## 418 201 1074 122 229 1566 867
## 419 215 1038 94 236 2292 1471
## 420 332 1012 170 362 1938 1297
## 421 392 1807 136 380 2184 1840
## 422 324 0 128 419 2107 1584
## 423 306 0 68 367 1831 1483
## 424 192 2985 73 355 1376 985
## 425 250 1118 113 210 1401 1084
## 426 285 1609 193 380 2004 1552
## 427 332 702 106 400 1884 1444
## 428 368 1062 134 407 1962 1564
## 429 349 0 130 455 1694 1500
## 430 279 0 83 381 1265 1169
## 431 188 2339 78 389 1236 631
## 432 206 738 129 160 968 925
## 433 282 856 72 286 1370 1205
## 434 286 737 99 274 1431 1203
## 435 308 1034 101 326 1452 1163
## 436 264 0 78 334 1386 1196
## 437 227 0 104 295 1085 906
## 438 183 2167 55 237 812 557
## 439 100 407 93 144 825 677
## 440 305 621 62 241 1392 1002
## 441 294 486 81 194 1260 966
## 442 325 786 83 367 1179 942
## 443 280 0 103 216 1115 939
## 444 325 0 55 288 786 649
## 445 205 1312 48 158 481 520
## 446 203 417 83 137 718 501
## 447 264 609 55 197 888 679
## 448 291 711 39 171 1004 578
## 449 228 436 56 203 881 768
## 450 237 0 28 173 795 656
## 451 263 0 16 200 655 434
## 452 126 827 15 104 446 276
## 453 176 409 87 89 472 399
## 454 218 187 54 114 626 471
## 455 331 471 68 125 616 474
## 456 229 365 20 135 337 512
## 457 188 0 106 158 657 378
## 458 161 0 15 134 494 369
## 459 116 662 45 82 281 212
## 460 127 81 26 86 359 212
## 461 178 228 18 753 425 337
## 462 227 206 28 103 538 319
## 463 223 171 27 135 400 443
## 464 0 0 38 114 405 521
## 465 0 0 21 85 287 244
## 466 440 386 14 44 188 228
## 467 141 181 41 0 195 160
## 468 160 88 19 74 382 198
## 469 231 157 22 124 215 217
## 470 167 204 54 74 253 248
## 471 0 0 0 89 203 185
## 472 0 0 0 51 146 249
## 473 0 0 0 45 0 117
## 474 371 222 102 28 179 101
## 475 79 115 11 17 100 65
## 476 99 70 30 46 241 134
## 477 95 143 27 48 177 145
## 478 0 0 0 65 216 132
## 479 0 0 0 56 126 104
## 480 221 197 28 41 89 84
## 481 78 66 23 21 100 78
## 482 60 108 8 37 116 126
## 483 91 57 24 33 85 121
## 484 70 31 7 38 121 113
## 485 0 0 0 0 0 0
## Maine New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 1 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0
## 7 0 0 0 0 0 0 0
## 8 0 0 0 0 0 0 0
## 9 0 0 0 0 0 0 0
## 10 0 0 0 0 0 0 0
## 11 0 0 0 0 0 0 0
## 12 0 0 0 0 0 0 0
## 13 0 0 0 0 0 0 0
## 14 0 0 0 0 0 0 0
## 15 0 0 0 0 0 0 0
## 16 0 0 0 0 0 0 0
## 17 0 0 0 1 0 2 0
## 18 0 1 0 0 0 0 0
## 19 0 1 0 1 0 0 0
## 20 0 0 1 9 0 0 0
## 21 0 0 1 11 0 0 0
## 22 0 0 2 22 2 1 0
## 23 0 0 0 45 2 0 0
## 24 0 2 2 17 2 0 1
## 25 0 0 5 36 4 0 0
## 26 0 1 4 31 2 2 0
## 27 0 0 8 43 4 0 0
## 28 1 1 6 112 6 0 1
## 29 2 1 21 93 19 15 0
## 30 0 0 19 192 6 0 2
## 31 0 6 29 116 16 0 0
## 32 14 4 80 221 13 1 8
## 33 15 9 87 424 20 0 5
## 34 10 13 162 1008 37 12 2
## 35 10 5 315 1770 52 11 3
## 36 4 11 148 2950 83 10 7
## 37 17 10 437 3254 103 12 20
## 38 16 13 587 4812 108 17 3
## 39 18 23 930 5707 165 23 23
## 40 11 7 831 4790 207 18 20
## 41 24 29 727 5146 276 8 28
## 42 13 21 2474 6447 560 33 35
## 43 13 29 1949 7377 531 38 26
## 44 43 27 2299 7683 533 36 27
## 45 42 44 2262 7195 643 55 24
## 46 22 56 3250 6984 693 114 21
## 47 28 53 2060 9298 756 80 37
## 48 41 48 3559 7917 962 78 28
## 49 32 64 3335 8669 1211 91 17
## 50 56 61 4305 10482 1404 54 51
## 51 24 81 4229 10841 1597 95 72
## 52 14 48 3381 8327 1493 116 51
## 53 29 46 3585 8658 1470 160 31
## 54 20 32 3326 8174 1579 147 32
## 55 18 41 3021 10453 1680 221 30
## 56 23 31 3590 10621 1989 277 23
## 57 26 66 3561 10575 1751 288 51
## 58 30 44 3563 9946 1676 334 32
## 59 17 56 3699 8236 1178 316 16
## 60 65 35 2734 6337 1366 311 21
## 61 36 71 4240 7177 1146 275 4
## 62 36 48 2206 11571 1145 278 7
## 63 26 72 4287 8505 1245 309 9
## 64 31 76 3150 7358 1706 339 11
## 65 20 55 2953 7090 1628 314 24
## 66 20 50 3881 6054 1215 215 9
## 67 8 55 3505 4726 948 384 4
## 68 13 44 3581 4178 1296 410 2
## 69 19 97 3478 5526 1156 341 5
## 70 30 82 4124 6244 1369 415 2
## 71 28 50 2207 8130 1599 443 2
## 72 25 67 3327 10553 1397 430 16
## 73 25 77 3515 5902 1116 310 8
## 74 8 74 2150 3951 885 269 4
## 75 17 72 2668 3110 1214 218 7
## 76 16 44 2408 4585 1102 321 0
## 77 39 92 2388 4681 1397 374 4
## 78 28 164 2538 3942 1208 341 13
## 79 29 119 2527 4663 1334 327 7
## 80 33 89 3027 3438 962 188 11
## 81 -49 70 1525 2538 825 175 5
## 82 14 48 2324 2239 865 281 5
## 83 24 104 1297 2786 888 272 1
## 84 57 103 1745 3491 1070 325 8
## 85 33 104 1819 2938 1323 249 3
## 86 23 64 1631 2715 1078 210 2
## 87 25 60 1447 2273 1295 285 6
## 88 16 89 1413 1660 543 176 -1
## 89 10 79 798 1430 837 164 1
## 90 34 60 817 2176 707 221 2
## 91 33 83 1144 2390 938 181 3
## 92 32 82 1201 2762 986 203 1
## 93 40 92 1184 2419 989 215 1
## 94 34 40 1245 1889 623 240 6
## 95 22 56 1705 1250 822 121 0
## 96 28 69 974 1474 610 156 4
## 97 71 147 1386 1525 746 405 0
## 98 46 67 1073 2088 980 215 6
## 99 71 79 1247 1696 -841 165 2
## 100 55 75 385 1772 658 216 2
## 101 41 60 1050 1589 697 113 2
## 102 13 48 938 1249 441 0 6
## 103 36 34 672 1072 432 145 5
## 104 20 55 864 1129 736 143 4
## 105 37 100 1187 1768 589 141 3
## 106 20 106 1029 1551 661 141 1
## 107 54 53 764 1376 659 184 2
## 108 42 106 837 1110 492 109 4
## 109 26 34 473 941 362 63 2
## 110 25 64 627 1329 586 121 5
## 111 34 46 523 1045 497 107 2
## 112 29 81 462 1048 520 106 36
## 113 29 77 806 1075 411 116 1
## 114 43 66 557 1108 687 0 19
## 115 42 24 271 781 500 0 17
## 116 10 36 333 702 348 201 12
## 117 17 53 299 683 471 49 9
## 118 28 46 550 674 386 65 11
## 119 30 31 470 736 435 106 15
## 120 40 42 348 822 681 85 9
## 121 32 48 441 916 437 0 6
## 122 34 19 276 694 330 0 2
## 123 9 27 222 620 316 146 1
## 124 4 19 323 631 347 71 3
## 125 10 72 277 567 313 49 -1
## 126 46 14 404 618 406 56 5
## 127 31 36 389 796 502 68 9
## 128 24 32 338 716 496 0 3
## 129 19 26 308 664 458 0 12
## 130 11 14 273 552 454 122 4
## 131 15 13 319 597 488 74 1
## 132 25 27 158 581 463 73 20
## 133 51 40 304 749 564 34 7
## 134 27 33 388 805 582 21 7
## 135 51 46 289 703 0 0 2
## 136 29 30 309 616 1126 0 2
## 137 25 13 90 391 447 103 6
## 138 30 22 395 524 601 49 0
## 139 29 20 261 625 621 40 2
## 140 29 20 428 875 822 88 17
## 141 34 35 386 918 632 50 9
## 142 27 0 291 726 608 0 2
## 143 16 40 369 533 454 0 11
## 144 6 17 209 518 438 0 2
## 145 16 18 267 588 986 163 3
## 146 15 20 161 692 824 50 2
## 147 27 21 201 584 687 39 16
## 148 18 18 388 786 1004 69 5
## 149 21 33 331 730 795 0 6
## 150 12 30 339 677 551 0 13
## 151 16 14 224 557 463 175 5
## 152 9 23 393 912 891 101 4
## 153 18 22 363 831 967 52 13
## 154 21 26 223 769 759 71 7
## 155 32 26 50 776 1019 82 9
## 156 13 23 263 754 737 0 4
## 157 14 15 -31 502 776 0 12
## 158 21 46 180 519 708 111 10
## 159 13 13 293 855 1003 82 6
## 160 21 33 389 705 608 76 0
## 161 13 23 242 811 925 86 11
## 162 23 57 458 753 1194 76 8
## 163 30 40 513 750 1030 0 11
## 164 21 21 505 536 769 0 4
## 165 14 5 449 608 827 291 2
## 166 11 59 483 534 1103 210 3
## 167 24 13 471 715 807 75 1
## 168 20 31 204 777 820 150 1
## 169 22 39 690 644 949 72 7
## 170 17 30 369 753 872 0 7
## 171 19 21 321 531 637 0 5
## 172 6 26 264 545 554 224 1
## 173 7 33 356 746 810 144 4
## 174 20 26 357 636 682 91 5
## 175 14 23 374 703 779 130 9
## 176 17 37 360 714 728 127 3
## 177 10 39 368 703 786 0 6
## 178 16 13 344 515 750 0 5
## 179 16 9 258 476 593 196 3
## 180 3 21 444 667 827 119 10
## 181 18 26 463 700 814 76 6
## 182 17 34 656 737 992 111 6
## 183 18 43 570 727 781 95 17
## 184 29 16 278 734 834 0 8
## 185 21 8 13 607 640 0 6
## 186 20 16 312 408 368 237 12
## 187 14 13 331 655 696 120 3
## 188 18 19 329 631 555 103 3
## 189 13 14 100 601 759 76 4
## 190 35 21 290 709 667 151 4
## 191 25 21 419 653 771 0 12
## 192 18 15 258 572 605 0 4
## 193 20 27 225 408 415 280 9
## 194 9 16 302 629 528 70 6
## 195 23 9 285 566 485 82 5
## 196 19 35 307 791 595 135 9
## 197 20 22 358 636 820 94 3
## 198 51 30 349 635 806 0 16
## 199 15 8 291 698 647 0 11
## 200 13 21 349 656 508 266 8
## 201 21 22 330 754 750 53 11
## 202 19 12 305 708 791 76 2
## 203 45 38 378 889 1122 65 0
## 204 19 21 449 864 857 100 5
## 205 33 56 325 801 912 0 5
## 206 13 23 311 729 681 0 1
## 207 20 29 332 520 538 0 3
## 208 14 18 277 557 483 349 3
## 209 14 23 323 576 896 84 2
## 210 29 56 424 757 562 106 5
## 211 30 47 474 880 956 123 7
## 212 32 32 449 849 864 0 9
## 213 27 44 297 725 76 0 7
## 214 25 18 334 583 1143 225 12
## 215 14 34 436 766 1108 120 6
## 216 19 32 388 652 716 108 0
## 217 24 34 569 896 886 130 3
## 218 34 47 487 790 676 132 1
## 219 30 59 461 986 1107 0 4
## 220 40 27 453 862 722 0 5
## 221 24 5 392 573 224 312 4
## 222 31 38 426 754 789 112 2
## 223 26 17 408 665 792 133 1
## 224 34 37 564 955 796 134 2
## 225 14 41 548 908 752 -130 7
## 226 22 36 750 1005 983 0 8
## 227 28 51 698 866 906 0 3
## 228 14 36 559 834 645 243 3
## 229 22 25 456 1189 924 132 4
## 230 47 33 712 1000 1056 192 3
## 231 41 51 614 1382 898 166 3
## 232 35 217 740 1598 1084 162 13
## 233 20 63 947 1731 0 0 10
## 234 24 48 626 1222 2095 0 7
## 235 19 35 511 933 662 343 32
## 236 20 51 629 1393 927 177 4
## 237 28 69 508 1360 1182 180 6
## 238 37 78 1298 1836 1291 269 11
## 239 27 92 865 1592 1258 249 8
## 240 30 122 864 1447 1641 0 11
## 241 23 51 751 1143 1119 0 11
## 242 16 65 469 1029 987 0 8
## 243 16 71 988 1393 1185 666 10
## 244 31 70 938 1232 1097 204 3
## 245 15 77 971 1460 1444 274 14
## 246 37 88 810 1707 1375 253 12
## 247 40 111 934 1784 1681 0 11
## 248 26 69 1275 1390 1198 0 11
## 249 14 52 1192 998 1006 656 9
## 250 18 82 988 1201 1355 302 10
## 251 40 89 1030 2026 1239 474 15
## 252 30 77 1162 1628 1835 471 16
## 253 31 118 1045 1637 1953 524 29
## 254 33 126 1909 2061 1863 0 27
## 255 46 90 1129 1632 1567 0 30
## 256 30 69 1216 1191 1310 906 10
## 257 42 134 1647 1991 2473 421 30
## 258 77 110 1666 2031 1997 499 7
## 259 79 127 1550 2499 1965 368 21
## 260 80 116 1976 2255 2333 562 14
## 261 78 200 1363 2049 2219 0 24
## 262 37 130 1743 2255 1728 0 17
## 263 95 106 1368 1633 1873 1246 23
## 264 99 128 1828 2321 2599 423 18
## 265 103 115 2432 2126 2437 579 30
## 266 176 245 1962 2997 2548 628 36
## 267 148 204 2611 3209 2910 630 23
## 268 197 229 2752 3587 3479 0 21
## 269 81 247 2013 3428 2705 0 45
## 270 188 211 2058 3144 2995 1629 23
## 271 142 220 3777 3965 3713 789 47
## 272 127 229 3065 4820 4132 978 73
## 273 217 322 3491 4797 4843 988 116
## 274 231 459 3397 5401 5031 765 92
## 275 134 382 4353 5388 5004 0 100
## 276 124 360 4538 3649 4821 0 46
## 277 174 358 2219 3490 4152 2394 119
## 278 231 274 4026 5088 5171 605 96
## 279 148 446 4043 5294 5674 1383 57
## 280 173 528 4182 5310 6345 1040 149
## 281 201 520 3626 5468 6132 1050 149
## 282 142 484 4669 5973 6023 0 87
## 283 219 317 3968 5391 6460 0 83
## 284 177 444 3581 5906 4429 2572 85
## 285 227 340 4275 4881 5701 851 48
## 286 218 394 4042 6265 5993 893 65
## 287 189 0 4473 6933 7338 0 0
## 288 0 537 4095 8176 6840 1637 178
## 289 20 689 3802 6063 7502 0 28
## 290 190 478 3839 6723 5178 0 67
## 291 172 514 3190 6819 3992 2769 72
## 292 188 772 4606 7285 4737 1183 67
## 293 195 566 4296 8973 7395 1099 222
## 294 281 593 4793 9855 10582 1717 181
## 295 239 765 5663 11271 10886 1415 121
## 296 250 448 5324 10761 10682 0 131
## 297 161 633 6030 9702 8243 0 121
## 298 296 1045 3563 7302 6019 3681 65
## 299 236 807 5476 9335 8843 1249 100
## 300 345 969 4431 10600 7675 1232 105
## 301 355 681 5120 10178 11066 948 128
## 302 299 1187 3650 10595 9984 1571 128
## 303 355 784 6240 11129 8515 0 85
## 304 259 712 4154 10194 9839 0 127
## 305 393 919 4798 9044 7772 3253 104
## 306 351 670 3966 10353 6985 1166 66
## 307 452 888 5661 9998 8060 972 86
## 308 434 831 4255 10914 8616 1081 140
## 309 366 696 3896 12697 8552 522 94
## 310 324 649 4191 9919 7970 0 100
## 311 191 933 5175 9957 6873 0 100
## 312 264 846 3171 9007 6780 2419 91
## 313 374 620 4573 9716 5874 956 74
## 314 600 504 4802 11937 7944 879 72
## 315 563 390 4704 12568 7136 0 101
## 316 259 0 5060 12446 6580 0 0
## 317 0 1031 3999 10806 7606 0 185
## 318 252 876 2320 7623 4617 0 63
## 319 359 861 2744 10407 3162 3536 91
## 320 454 1027 3657 11438 5131 1187 82
## 321 482 545 4642 13422 7246 1160 74
## 322 573 786 5096 16802 7083 0 136
## 323 0 0 5501 16497 6896 0 0
## 324 775 1156 5511 15074 7953 0 277
## 325 281 1266 3670 11368 4162 0 104
## 326 305 878 2275 11209 2221 4759 80
## 327 450 664 5319 12666 7279 1144 165
## 328 346 846 5011 16648 7030 1611 120
## 329 399 423 6192 17636 6614 1128 245
## 330 610 891 5769 18832 8169 1023 216
## 331 415 719 6427 16943 8247 0 171
## 332 212 729 5019 15355 6578 0 177
## 333 249 707 4905 13714 4944 2993 111
## 334 484 841 4156 15214 5659 786 169
## 335 545 977 6859 14577 6015 1092 121
## 336 626 653 5866 13661 5569 901 205
## 337 589 722 5459 19942 4821 1057 161
## 338 326 445 5124 15998 5918 0 181
## 339 262 919 4674 13842 5335 0 142
## 340 257 1000 3476 12185 3687 0 163
## 341 266 845 3733 12512 4084 2623 101
## 342 489 728 4414 13364 4368 810 150
## 343 476 857 3968 13886 4579 910 109
## 344 473 657 3603 15144 4679 949 179
## 345 308 625 6109 13786 4737 0 149
## 346 0 761 4602 12720 3447 0 125
## 347 328 431 3658 12003 3101 2019 132
## 348 388 404 4000 11064 3787 642 120
## 349 321 391 3832 11028 4143 613 94
## 350 247 695 3832 13398 3661 745 144
## 351 220 580 4878 12579 3984 684 135
## 352 283 524 4530 12804 4151 0 173
## 353 122 333 3809 10793 3561 0 134
## 354 164 363 3104 8508 2493 1518 118
## 355 265 326 2715 8215 3097 235 113
## 356 197 337 1949 5925 2284 513 133
## 357 222 396 2422 7414 2458 587 174
## 358 192 478 3626 8777 2763 600 109
## 359 172 466 3730 11252 3147 0 154
## 360 121 318 3924 10025 4255 0 134
## 361 154 120 2183 8448 2285 1213 146
## 362 125 419 3069 7866 2941 330 59
## 363 168 329 3692 7101 2239 459 17
## 364 107 365 2949 10099 3043 488 127
## 365 137 460 3163 8404 3337 440 166
## 366 110 433 3349 8763 3367 0 146
## 367 112 280 1781 8316 2162 0 116
## 368 68 232 1202 6365 1691 966 185
## 369 51 198 3082 6753 1872 285 55
## 370 66 750 3627 6092 2461 368 79
## 371 119 434 2605 6794 2250 419 153
## 372 94 368 2593 8710 2018 286 102
## 373 98 394 2631 7692 2225 0 108
## 374 71 252 1809 6610 1483 0 134
## 375 57 252 2156 6146 1100 835 115
## 376 75 258 2484 6654 2014 282 83
## 377 89 335 2558 6189 1974 456 77
## 378 97 310 2987 8746 1886 467 72
## 379 132 325 3069 8204 2722 437 123
## 380 106 273 3564 8141 2730 0 135
## 381 100 258 2161 7580 1705 0 100
## 382 72 164 2637 6235 1264 966 86
## 383 81 215 2737 5800 1843 261 88
## 384 100 187 2947 7704 1836 436 115
## 385 96 188 2539 7593 2100 442 199
## 386 129 244 3304 8956 2231 394 133
## 387 123 273 2984 7647 2040 0 145
## 388 87 166 2066 6789 1481 0 119
## 389 61 199 2058 5309 1361 860 116
## 390 67 192 3398 6850 1964 296 87
## 391 128 211 3008 6489 1918 318 85
## 392 119 301 3157 6747 2078 525 129
## 393 133 310 3505 9299 2108 382 123
## 394 114 245 3184 6600 2115 0 75
## 395 78 296 2802 5943 1672 0 192
## 396 98 198 2448 5807 1249 985 102
## 397 82 257 3062 6508 2112 263 55
## 398 148 297 3521 8976 2341 434 59
## 399 168 335 3735 7796 2276 432 141
## 400 127 294 3653 8262 2712 423 146
## 401 141 320 3937 7623 2848 0 162
## 402 86 227 2583 7938 1841 0 185
## 403 163 207 2593 6361 1432 1000 99
## 404 101 382 3397 6801 2399 297 94
## 405 172 389 3120 7278 3292 471 95
## 406 149 518 3421 8081 2855 483 187
## 407 76 335 4256 8507 3572 485 283
## 408 164 371 3806 8201 3291 0 125
## 409 103 282 3890 9395 2644 0 197
## 410 157 313 3143 7622 2184 644 182
## 411 112 374 4084 6488 4037 346 107
## 412 118 462 2691 8382 3416 564 166
## 413 184 363 4646 8888 3499 519 248
## 414 258 471 3933 7787 3370 407 232
## 415 192 438 3756 7846 3937 0 150
## 416 175 398 3281 7467 3383 0 244
## 417 138 279 2457 6583 2301 918 118
## 418 181 385 3222 5748 3161 376 106
## 419 253 425 3493 7213 3213 476 69
## 420 198 506 3616 8379 3871 509 227
## 421 257 537 3465 9014 4072 563 146
## 422 226 468 2922 7283 4317 0 150
## 423 143 408 2870 6764 2536 0 237
## 424 198 375 2062 4926 2791 0 89
## 425 368 376 3294 5029 4215 1677 97
## 426 317 378 2793 6192 3224 477 100
## 427 386 542 3365 6884 3624 489 176
## 428 393 385 3764 6555 4698 409 139
## 429 229 369 3429 8235 4085 0 66
## 430 222 307 2760 5704 3148 0 147
## 431 163 197 1928 4339 1813 817 96
## 432 252 270 2364 3922 2870 392 53
## 433 306 338 2922 4326 3578 289 73
## 434 298 600 2808 4996 3360 381 87
## 435 238 240 2445 4901 3342 296 91
## 436 246 311 2413 4164 3214 0 63
## 437 125 279 1496 4087 2500 0 97
## 438 174 114 -9195 3039 1592 636 41
## 439 228 268 1874 2704 2434 260 58
## 440 218 202 1770 3146 2876 381 48
## 441 172 271 1989 4073 2707 296 101
## 442 161 210 1594 3868 3234 289 128
## 443 258 277 1329 3725 2574 0 80
## 444 155 214 1021 2849 1859 0 94
## 445 174 129 864 2200 1389 483 32
## 446 232 208 784 2173 2413 260 33
## 447 227 167 889 2463 2029 268 56
## 448 221 253 1078 2585 1955 187 49
## 449 125 203 920 2370 2525 193 97
## 450 200 164 495 3195 1753 0 52
## 451 157 123 253 2269 1185 0 41
## 452 103 177 75 1580 845 371 55
## 453 152 132 536 1516 1669 149 65
## 454 159 160 464 1830 1516 155 45
## 455 211 211 356 2216 1630 -21 73
## 456 177 126 208 2068 1351 154 68
## 457 113 133 551 2041 1554 0 55
## 458 74 113 223 1561 924 0 36
## 459 114 98 299 1278 734 263 29
## 460 73 130 553 1030 1100 89 33
## 461 146 74 396 1431 949 0 43
## 462 136 113 468 1583 821 211 38
## 463 116 77 602 1540 1349 310 39
## 464 106 76 341 1347 0 0 19
## 465 77 59 275 1073 1843 0 22
## 466 54 46 80 929 608 182 21
## 467 26 79 284 767 507 62 9
## 468 102 42 314 936 773 78 26
## 469 103 143 317 1055 727 111 20
## 470 80 37 214 937 632 52 8
## 471 77 49 190 870 619 0 10
## 472 58 27 221 785 397 0 9
## 473 31 0 172 494 255 0 11
## 474 24 41 135 391 412 101 4
## 475 33 24 240 431 461 51 8
## 476 45 49 214 565 444 41 8
## 477 56 37 219 779 449 56 12
## 478 64 0 240 761 392 0 0
## 479 58 0 180 549 321 0 0
## 480 30 64 181 463 245 82 30
## 481 26 3 147 442 310 32 13
## 482 38 52 153 426 330 47 5
## 483 48 44 214 566 267 34 14
## 484 37 28 157 480 265 26 6
## 485 0 0 0 0 0 0 0
## Territories_Guam Territories_Northern_Mariana_Islands
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## 7 0 0
## 8 0 0
## 9 0 0
## 10 0 0
## 11 0 0
## 12 0 0
## 13 0 0
## 14 0 0
## 15 0 0
## 16 0 0
## 17 0 0
## 18 0 0
## 19 0 0
## 20 0 0
## 21 0 0
## 22 0 0
## 23 0 0
## 24 0 0
## 25 0 0
## 26 0 0
## 27 0 0
## 28 0 0
## 29 0 0
## 30 0 0
## 31 3 0
## 32 0 0
## 33 2 0
## 34 3 0
## 35 4 0
## 36 2 0
## 37 1 0
## 38 12 0
## 39 2 0
## 40 3 0
## 41 5 0
## 42 10 0
## 43 4 0
## 44 4 2
## 45 1 0
## 46 2 0
## 47 11 0
## 48 8 4
## 49 5 2
## 50 2 0
## 51 9 0
## 52 19 0
## 53 1 0
## 54 8 0
## 55 4 3
## 56 3 0
## 57 2 0
## 58 3 0
## 59 0 0
## 60 1 0
## 61 1 2
## 62 0 0
## 63 0 0
## 64 1 0
## 65 0 0
## 66 0 1
## 67 0 0
## 68 2 0
## 69 0 0
## 70 2 0
## 71 0 0
## 72 1 0
## 73 1 0
## 74 2 0
## 75 1 0
## 76 0 0
## 77 1 0
## 78 0 0
## 79 2 0
## 80 0 0
## 81 0 0
## 82 1 0
## 83 2 1
## 84 0 0
## 85 0 0
## 86 0 1
## 87 0 0
## 88 0 3
## 89 1 0
## 90 0 0
## 91 -1 0
## 92 3 0
## 93 0 0
## 94 0 0
## 95 0 2
## 96 0 0
## 97 0 0
## 98 11 0
## 99 0 1
## 100 0 0
## 101 1 0
## 102 0 0
## 103 1 0
## 104 3 0
## 105 1 0
## 106 0 0
## 107 1 0
## 108 0 0
## 109 3 0
## 110 0 1
## 111 2 0
## 112 2 3
## 113 0 0
## 114 0 0
## 115 0 1
## 116 0 1
## 117 3 2
## 118 0 0
## 119 1 0
## 120 1 0
## 121 1 0
## 122 0 0
## 123 0 0
## 124 1 0
## 125 2 0
## 126 4 0
## 127 8 0
## 128 22 0
## 129 0 0
## 130 0 0
## 131 3 0
## 132 1 0
## 133 5 0
## 134 16 0
## 135 1 0
## 136 0 0
## 137 5 0
## 138 4 0
## 139 10 0
## 140 13 1
## 141 0 0
## 142 0 0
## 143 0 0
## 144 21 0
## 145 2 0
## 146 4 0
## 147 2 0
## 148 1 0
## 149 2 0
## 150 0 2
## 151 0 0
## 152 0 3
## 153 1 0
## 154 1 0
## 155 0 1
## 156 1 0
## 157 0 0
## 158 4 0
## 159 8 0
## 160 3 1
## 161 2 0
## 162 5 0
## 163 0 1
## 164 0 1
## 165 9 0
## 166 3 0
## 167 2 0
## 168 3 2
## 169 2 0
## 170 0 0
## 171 0 3
## 172 12 1
## 173 7 0
## 174 14 0
## 175 8 1
## 176 14 0
## 177 1 1
## 178 0 0
## 179 6 0
## 180 16 1
## 181 15 0
## 182 28 0
## 183 25 1
## 184 0 0
## 185 14 0
## 186 42 3
## 187 19 1
## 188 22 0
## 189 105 0
## 190 63 0
## 191 0 0
## 192 53 0
## 193 87 0
## 194 77 0
## 195 136 0
## 196 112 0
## 197 55 0
## 198 60 2
## 199 0 0
## 200 48 0
## 201 52 0
## 202 47 0
## 203 66 1
## 204 59 0
## 205 52 1
## 206 0 0
## 207 0 0
## 208 42 1
## 209 45 0
## 210 88 0
## 211 17 0
## 212 28 1
## 213 0 0
## 214 36 1
## 215 39 0
## 216 47 0
## 217 32 1
## 218 29 0
## 219 43 0
## 220 0 6
## 221 30 1
## 222 43 0
## 223 45 0
## 224 28 0
## 225 23 0
## 226 68 0
## 227 1 1
## 228 35 0
## 229 53 0
## 230 45 0
## 231 60 0
## 232 69 3
## 233 82 0
## 234 0 0
## 235 54 2
## 236 65 0
## 237 50 0
## 238 66 0
## 239 55 0
## 240 67 2
## 241 0 0
## 242 114 0
## 243 96 0
## 244 75 0
## 245 86 0
## 246 111 3
## 247 79 6
## 248 58 0
## 249 81 0
## 250 130 2
## 251 82 0
## 252 88 0
## 253 85 0
## 254 34 0
## 255 41 0
## 256 120 4
## 257 82 0
## 258 48 0
## 259 83 0
## 260 79 0
## 261 53 0
## 262 9 4
## 263 3 0
## 264 119 0
## 265 91 0
## 266 101 0
## 267 73 2
## 268 36 0
## 269 120 0
## 270 240 2
## 271 181 0
## 272 101 0
## 273 95 0
## 274 74 0
## 275 41 0
## 276 156 0
## 277 54 2
## 278 59 1
## 279 112 0
## 280 70 0
## 281 36 0
## 282 24 0
## 283 73 0
## 284 53 1
## 285 53 0
## 286 50 0
## 287 43 0
## 288 20 0
## 289 14 0
## 290 36 0
## 291 34 2
## 292 37 0
## 293 31 0
## 294 22 0
## 295 17 0
## 296 18 0
## 297 27 0
## 298 15 3
## 299 7 2
## 300 13 2
## 301 13 0
## 302 27 0
## 303 11 0
## 304 16 0
## 305 31 0
## 306 12 0
## 307 19 0
## 308 15 0
## 309 10 2
## 310 5 0
## 311 4 0
## 312 9 1
## 313 27 0
## 314 19 0
## 315 9 2
## 316 2 0
## 317 1 4
## 318 1 0
## 319 11 0
## 320 12 0
## 321 15 0
## 322 9 0
## 323 9 0
## 324 0 0
## 325 1 0
## 326 17 0
## 327 13 0
## 328 21 2
## 329 8 1
## 330 13 0
## 331 5 0
## 332 8 0
## 333 11 0
## 334 6 3
## 335 15 0
## 336 13 0
## 337 17 0
## 338 7 0
## 339 3 0
## 340 1 0
## 341 30 1
## 342 6 0
## 343 7 0
## 344 19 0
## 345 0 0
## 346 0 0
## 347 7 0
## 348 12 3
## 349 2 0
## 350 4 0
## 351 7 0
## 352 7 0
## 353 1 0
## 354 21 0
## 355 2 1
## 356 8 0
## 357 4 0
## 358 14 0
## 359 7 0
## 360 6 0
## 361 15 0
## 362 9 0
## 363 10 0
## 364 3 0
## 365 3 1
## 366 3 0
## 367 3 0
## 368 4 0
## 369 2 0
## 370 2 1
## 371 2 0
## 372 10 0
## 373 1 0
## 374 4 8
## 375 7 0
## 376 0 0
## 377 2 0
## 378 1 0
## 379 4 0
## 380 1 0
## 381 1 0
## 382 1 0
## 383 5 0
## 384 3 1
## 385 2 0
## 386 1 0
## 387 1 0
## 388 0 0
## 389 2 2
## 390 1 0
## 391 4 0
## 392 2 0
## 393 9 0
## 394 1 1
## 395 0 7
## 396 5 0
## 397 0 3
## 398 3 -1
## 399 4 1
## 400 0 0
## 401 0 0
## 402 0 0
## 403 4 0
## 404 2 1
## 405 3 0
## 406 5 1
## 407 2 0
## 408 1 0
## 409 3 0
## 410 4 0
## 411 1 0
## 412 2 0
## 413 3 0
## 414 2 0
## 415 4 0
## 416 0 0
## 417 7 0
## 418 2 0
## 419 3 1
## 420 2 0
## 421 3 0
## 422 2 0
## 423 2 0
## 424 5 0
## 425 5 0
## 426 4 0
## 427 5 1
## 428 3 1
## 429 6 0
## 430 4 0
## 431 10 0
## 432 5 0
## 433 13 0
## 434 12 0
## 435 2 0
## 436 4 2
## 437 0 0
## 438 8 0
## 439 16 0
## 440 12 0
## 441 8 0
## 442 5 0
## 443 11 4
## 444 6 0
## 445 8 0
## 446 15 0
## 447 12 0
## 448 4 0
## 449 3 1
## 450 11 0
## 451 2 0
## 452 7 1
## 453 1 0
## 454 17 0
## 455 2 0
## 456 16 0
## 457 11 2
## 458 1 0
## 459 12 0
## 460 6 2
## 461 9 0
## 462 6 2
## 463 7 0
## 464 1 5
## 465 2 0
## 466 2 0
## 467 5 0
## 468 2 0
## 469 11 0
## 470 2 2
## 471 0 0
## 472 0 0
## 473 0 0
## 474 17 0
## 475 14 0
## 476 6 0
## 477 11 0
## 478 0 0
## 479 0 0
## 480 6 0
## 481 5 0
## 482 9 0
## 483 6 0
## 484 6 0
## 485 0 0
## Territories_Puerto_Rico Territories_Virgin_Islands Date_Date
## 1 0 0 2020-01-21
## 2 0 0 2020-01-24
## 3 0 0 2020-01-25
## 4 0 0 2020-01-26
## 5 0 0 2020-01-30
## 6 0 0 2020-01-31
## 7 0 0 2020-02-01
## 8 0 0 2020-02-02
## 9 0 0 2020-02-05
## 10 0 0 2020-02-15
## 11 0 0 2020-02-20
## 12 0 0 2020-02-25
## 13 0 0 2020-02-26
## 14 0 0 2020-02-27
## 15 0 0 2020-02-28
## 16 0 0 2020-02-29
## 17 0 0 2020-03-01
## 18 0 0 2020-03-02
## 19 0 0 2020-03-03
## 20 0 0 2020-03-04
## 21 0 0 2020-03-05
## 22 0 0 2020-03-06
## 23 0 0 2020-03-07
## 24 0 0 2020-03-08
## 25 0 0 2020-03-09
## 26 0 0 2020-03-10
## 27 0 0 2020-03-11
## 28 0 0 2020-03-12
## 29 3 1 2020-03-13
## 30 1 0 2020-03-14
## 31 1 0 2020-03-15
## 32 0 1 2020-03-16
## 33 0 0 2020-03-17
## 34 0 1 2020-03-18
## 35 0 0 2020-03-19
## 36 9 3 2020-03-20
## 37 7 0 2020-03-21
## 38 2 11 2020-03-22
## 39 8 0 2020-03-23
## 40 8 0 2020-03-24
## 41 12 0 2020-03-25
## 42 13 0 2020-03-26
## 43 15 2 2020-03-27
## 44 21 4 2020-03-28
## 45 27 0 2020-03-29
## 46 47 7 2020-03-30
## 47 65 0 2020-03-31
## 48 47 0 2020-04-01
## 49 30 7 2020-04-02
## 50 62 1 2020-04-03
## 51 74 2 2020-04-04
## 52 23 2 2020-04-05
## 53 38 1 2020-04-06
## 54 60 0 2020-04-07
## 55 47 2 2020-04-08
## 56 63 1 2020-04-09
## 57 42 0 2020-04-10
## 58 63 5 2020-04-11
## 59 109 0 2020-04-12
## 60 6 0 2020-04-13
## 61 20 0 2020-04-14
## 62 51 0 2020-04-15
## 63 69 0 2020-04-16
## 64 25 0 2020-04-17
## 65 50 0 2020-04-18
## 66 95 2 2020-04-19
## 67 39 1 2020-04-20
## 68 46 0 2020-04-21
## 69 80 0 2020-04-22
## 70 38 0 2020-04-23
## 71 0 0 2020-04-24
## 72 0 1 2020-04-25
## 73 -45 4 2020-04-26
## 74 18 0 2020-04-27
## 75 11 0 2020-04-28
## 76 33 7 2020-04-29
## 77 106 0 2020-04-30
## 78 36 0 2020-05-01
## 79 182 0 2020-05-02
## 80 51 0 2020-05-03
## 81 35 0 2020-05-04
## 82 81 0 2020-05-05
## 83 44 0 2020-05-06
## 84 63 0 2020-05-07
## 85 125 2 2020-05-08
## 86 17 1 2020-05-09
## 87 25 0 2020-05-10
## 88 58 0 2020-05-11
## 89 43 0 2020-05-12
## 90 30 0 2020-05-13
## 91 98 0 2020-05-14
## 92 115 0 2020-05-15
## 93 47 0 2020-05-16
## 94 57 0 2020-05-17
## 95 64 0 2020-05-18
## 96 95 0 2020-05-19
## 97 61 0 2020-05-20
## 98 47 0 2020-05-21
## 99 117 0 2020-05-22
## 100 70 0 2020-05-23
## 101 89 0 2020-05-24
## 102 71 0 2020-05-25
## 103 64 0 2020-05-26
## 104 73 0 2020-05-27
## 105 89 0 2020-05-28
## 106 161 0 2020-05-29
## 107 71 0 2020-05-30
## 108 58 0 2020-05-31
## 109 97 0 2020-06-01
## 110 62 0 2020-06-02
## 111 88 0 2020-06-03
## 112 485 2 2020-06-04
## 113 112 0 2020-06-05
## 114 295 0 2020-06-06
## 115 70 0 2020-06-07
## 116 61 0 2020-06-08
## 117 139 0 2020-06-09
## 118 144 1 2020-06-10
## 119 -3926 0 2020-06-11
## 120 40 0 2020-06-12
## 121 17 0 2020-06-13
## 122 11 0 2020-06-14
## 123 6 0 2020-06-15
## 124 2 0 2020-06-16
## 125 7 1 2020-06-17
## 126 10 0 2020-06-18
## 127 3 0 2020-06-19
## 128 32 0 2020-06-20
## 129 2 3 2020-06-21
## 130 7 0 2020-06-22
## 131 10 0 2020-06-23
## 132 27 2 2020-06-24
## 133 2 2 2020-06-25
## 134 4 1 2020-06-26
## 135 19 0 2020-06-27
## 136 22 0 2020-06-28
## 137 14 0 2020-06-29
## 138 55 0 2020-06-30
## 139 36 9 2020-07-01
## 140 38 2 2020-07-02
## 141 24 6 2020-07-03
## 142 26 13 2020-07-04
## 143 29 1 2020-07-05
## 144 225 4 2020-07-06
## 145 76 0 2020-07-07
## 146 24 6 2020-07-08
## 147 64 22 2020-07-09
## 148 116 9 2020-07-10
## 149 84 14 2020-07-11
## 150 148 14 2020-07-12
## 151 228 25 2020-07-13
## 152 93 11 2020-07-14
## 153 139 26 2020-07-15
## 154 76 6 2020-07-16
## 155 153 14 2020-07-17
## 156 189 20 2020-07-18
## 157 330 14 2020-07-19
## 158 220 7 2020-07-20
## 159 244 4 2020-07-21
## 160 75 12 2020-07-22
## 161 244 16 2020-07-23
## 162 220 0 2020-07-24
## 163 248 16 2020-07-25
## 164 194 9 2020-07-26
## 165 180 3 2020-07-27
## 166 169 11 2020-07-28
## 167 115 10 2020-07-29
## 168 220 0 2020-07-30
## 169 77 21 2020-07-31
## 170 546 15 2020-08-01
## 171 292 0 2020-08-02
## 172 278 18 2020-08-03
## 173 300 24 2020-08-04
## 174 271 18 2020-08-05
## 175 140 20 2020-08-06
## 176 406 21 2020-08-07
## 177 343 6 2020-08-08
## 178 361 19 2020-08-09
## 179 385 0 2020-08-10
## 180 286 29 2020-08-11
## 181 564 63 2020-08-12
## 182 110 43 2020-08-13
## 183 451 22 2020-08-14
## 184 339 30 2020-08-15
## 185 182 7 2020-08-16
## 186 472 19 2020-08-17
## 187 648 36 2020-08-18
## 188 81 32 2020-08-19
## 189 124 41 2020-08-20
## 190 438 63 2020-08-21
## 191 268 28 2020-08-22
## 192 195 20 2020-08-23
## 193 445 4 2020-08-24
## 194 70 14 2020-08-25
## 195 18 32 2020-08-26
## 196 459 22 2020-08-27
## 197 257 23 2020-08-28
## 198 260 43 2020-08-29
## 199 243 11 2020-08-30
## 200 247 5 2020-08-31
## 201 108 5 2020-09-01
## 202 358 4 2020-09-02
## 203 127 1 2020-09-03
## 204 32 6 2020-09-04
## 205 142 17 2020-09-05
## 206 26 14 2020-09-06
## 207 423 9 2020-09-07
## 208 96 1 2020-09-08
## 209 1 0 2020-09-09
## 210 459 6 2020-09-10
## 211 109 4 2020-09-11
## 212 241 10 2020-09-12
## 213 171 9 2020-09-13
## 214 208 1 2020-09-14
## 215 229 4 2020-09-15
## 216 46 7 2020-09-16
## 217 382 6 2020-09-17
## 218 479 4 2020-09-18
## 219 694 15 2020-09-19
## 220 262 12 2020-09-20
## 221 242 0 2020-09-21
## 222 88 7 2020-09-22
## 223 40 0 2020-09-23
## 224 717 14 2020-09-24
## 225 712 6 2020-09-25
## 226 296 0 2020-09-26
## 227 533 21 2020-09-27
## 228 660 1 2020-09-28
## 229 444 0 2020-09-29
## 230 199 5 2020-09-30
## 231 176 3 2020-10-01
## 232 329 0 2020-10-02
## 233 299 1 2020-10-03
## 234 230 0 2020-10-04
## 235 363 -5 2020-10-05
## 236 238 -1 2020-10-06
## 237 23 1 2020-10-07
## 238 352 2 2020-10-08
## 239 316 0 2020-10-09
## 240 232 1 2020-10-10
## 241 218 0 2020-10-11
## 242 228 0 2020-10-12
## 243 135 3 2020-10-13
## 244 490 -1 2020-10-14
## 245 318 2 2020-10-15
## 246 227 0 2020-10-16
## 247 119 6 2020-10-17
## 248 418 0 2020-10-18
## 249 427 0 2020-10-19
## 250 447 2 2020-10-20
## 251 132 6 2020-10-21
## 252 87 3 2020-10-22
## 253 1152 0 2020-10-23
## 254 116 2 2020-10-24
## 255 665 0 2020-10-25
## 256 461 3 2020-10-26
## 257 263 2 2020-10-27
## 258 66 0 2020-10-28
## 259 752 0 2020-10-29
## 260 574 9 2020-10-30
## 261 285 16 2020-10-31
## 262 403 0 2020-11-01
## 263 864 7 2020-11-02
## 264 345 3 2020-11-03
## 265 57 0 2020-11-04
## 266 294 2 2020-11-05
## 267 803 0 2020-11-06
## 268 586 0 2020-11-07
## 269 509 15 2020-11-08
## 270 475 5 2020-11-09
## 271 207 3 2020-11-10
## 272 118 0 2020-11-11
## 273 1169 13 2020-11-12
## 274 606 8 2020-11-13
## 275 600 0 2020-11-14
## 276 624 0 2020-11-15
## 277 481 16 2020-11-16
## 278 511 13 2020-11-17
## 279 241 6 2020-11-18
## 280 372 13 2020-11-19
## 281 874 9 2020-11-20
## 282 991 13 2020-11-21
## 283 967 0 2020-11-22
## 284 688 3 2020-11-23
## 285 293 14 2020-11-24
## 286 129 15 2020-11-25
## 287 509 2 2020-11-26
## 288 1372 0 2020-11-27
## 289 855 0 2020-11-28
## 290 116 6 2020-11-29
## 291 791 6 2020-11-30
## 292 659 13 2020-12-01
## 293 362 26 2020-12-02
## 294 340 0 2020-12-03
## 295 435 44 2020-12-04
## 296 849 16 2020-12-05
## 297 1113 0 2020-12-06
## 298 934 31 2020-12-07
## 299 562 18 2020-12-08
## 300 432 35 2020-12-09
## 301 422 0 2020-12-10
## 302 1533 58 2020-12-11
## 303 663 16 2020-12-12
## 304 550 0 2020-12-13
## 305 506 21 2020-12-14
## 306 320 22 2020-12-15
## 307 124 28 2020-12-16
## 308 991 22 2020-12-17
## 309 1292 10 2020-12-18
## 310 1107 11 2020-12-19
## 311 515 0 2020-12-20
## 312 367 13 2020-12-21
## 313 1003 16 2020-12-22
## 314 516 17 2020-12-23
## 315 288 12 2020-12-24
## 316 555 0 2020-12-25
## 317 1035 0 2020-12-26
## 318 804 0 2020-12-27
## 319 396 0 2020-12-28
## 320 1601 31 2020-12-29
## 321 80 21 2020-12-30
## 322 308 5 2020-12-31
## 323 677 0 2021-01-01
## 324 835 6 2021-01-02
## 325 237 0 2021-01-03
## 326 558 13 2021-01-04
## 327 501 28 2021-01-05
## 328 298 23 2021-01-06
## 329 211 24 2021-01-07
## 330 1759 13 2021-01-08
## 331 554 0 2021-01-09
## 332 350 0 2021-01-10
## 333 297 23 2021-01-11
## 334 888 14 2021-01-12
## 335 191 38 2021-01-13
## 336 108 24 2021-01-14
## 337 997 10 2021-01-15
## 338 479 8 2021-01-16
## 339 804 0 2021-01-17
## 340 461 0 2021-01-18
## 341 404 23 2021-01-19
## 342 119 22 2021-01-20
## 343 162 16 2021-01-21
## 344 450 14 2021-01-22
## 345 680 6 2021-01-23
## 346 908 0 2021-01-24
## 347 536 9 2021-01-25
## 348 437 23 2021-01-26
## 349 143 11 2021-01-27
## 350 260 14 2021-01-28
## 351 348 9 2021-01-29
## 352 411 14 2021-01-30
## 353 178 0 2021-01-31
## 354 549 5 2021-02-01
## 355 225 4 2021-02-02
## 356 84 10 2021-02-03
## 357 311 9 2021-02-04
## 358 59 7 2021-02-05
## 359 233 10 2021-02-06
## 360 458 0 2021-02-07
## 361 243 7 2021-02-08
## 362 189 12 2021-02-09
## 363 70 20 2021-02-10
## 364 102 19 2021-02-11
## 365 222 0 2021-02-12
## 366 321 18 2021-02-13
## 367 269 0 2021-02-14
## 368 203 0 2021-02-15
## 369 452 3 2021-02-16
## 370 108 13 2021-02-17
## 371 58 7 2021-02-18
## 372 102 10 2021-02-19
## 373 175 4 2021-02-20
## 374 203 0 2021-02-21
## 375 153 10 2021-02-22
## 376 136 24 2021-02-23
## 377 18 10 2021-02-24
## 378 85 13 2021-02-25
## 379 209 10 2021-02-26
## 380 134 0 2021-02-27
## 381 207 0 2021-02-28
## 382 239 24 2021-03-01
## 383 126 25 2021-03-02
## 384 22 9 2021-03-03
## 385 83 10 2021-03-04
## 386 175 10 2021-03-05
## 387 222 11 2021-03-06
## 388 284 0 2021-03-07
## 389 163 9 2021-03-08
## 390 110 11 2021-03-09
## 391 58 6 2021-03-10
## 392 32 6 2021-03-11
## 393 353 0 2021-03-12
## 394 120 0 2021-03-13
## 395 186 0 2021-03-14
## 396 148 0 2021-03-15
## 397 184 0 2021-03-16
## 398 58 0 2021-03-17
## 399 31 0 2021-03-18
## 400 265 0 2021-03-19
## 401 149 0 2021-03-20
## 402 285 0 2021-03-21
## 403 205 0 2021-03-22
## 404 173 109 2021-03-23
## 405 112 1 2021-03-24
## 406 41 11 2021-03-25
## 407 150 13 2021-03-26
## 408 289 6 2021-03-27
## 409 237 0 2021-03-28
## 410 313 0 2021-03-29
## 411 333 11 2021-03-30
## 412 98 10 2021-03-31
## 413 253 3 2021-04-01
## 414 328 8 2021-04-02
## 415 623 0 2021-04-03
## 416 470 0 2021-04-04
## 417 306 6 2021-04-05
## 418 87 1 2021-04-06
## 419 67 8 2021-04-07
## 420 232 17 2021-04-08
## 421 673 17 2021-04-09
## 422 1000 10 2021-04-10
## 423 680 0 2021-04-11
## 424 756 7 2021-04-12
## 425 769 5 2021-04-13
## 426 822 12 2021-04-14
## 427 241 6 2021-04-15
## 428 738 11 2021-04-16
## 429 1298 2 2021-04-17
## 430 828 0 2021-04-18
## 431 980 3 2021-04-19
## 432 831 10 2021-04-20
## 433 418 10 2021-04-21
## 434 387 4 2021-04-22
## 435 848 12 2021-04-23
## 436 946 10 2021-04-24
## 437 910 0 2021-04-25
## 438 657 3 2021-04-26
## 439 716 0 2021-04-27
## 440 275 17 2021-04-28
## 441 242 6 2021-04-29
## 442 660 9 2021-04-30
## 443 426 13 2021-05-01
## 444 601 0 2021-05-02
## 445 444 4 2021-05-03
## 446 465 10 2021-05-04
## 447 191 0 2021-05-05
## 448 93 36 2021-05-06
## 449 481 22 2021-05-07
## 450 402 13 2021-05-08
## 451 349 0 2021-05-09
## 452 288 10 2021-05-10
## 453 133 3 2021-05-11
## 454 47 20 2021-05-12
## 455 75 5 2021-05-13
## 456 312 6 2021-05-14
## 457 194 3 2021-05-15
## 458 205 0 2021-05-16
## 459 265 18 2021-05-17
## 460 83 2 2021-05-18
## 461 23 18 2021-05-19
## 462 52 14 2021-05-20
## 463 164 24 2021-05-21
## 464 152 7 2021-05-22
## 465 131 0 2021-05-23
## 466 182 30 2021-05-24
## 467 60 16 2021-05-25
## 468 9 27 2021-05-26
## 469 87 16 2021-05-27
## 470 107 23 2021-05-28
## 471 90 10 2021-05-29
## 472 90 0 2021-05-30
## 473 85 0 2021-05-31
## 474 49 37 2021-06-01
## 475 8 0 2021-06-02
## 476 20 48 2021-06-03
## 477 49 25 2021-06-04
## 478 47 6 2021-06-05
## 479 41 0 2021-06-06
## 480 50 17 2021-06-07
## 481 50 0 2021-06-08
## 482 10 44 2021-06-09
## 483 29 0 2021-06-10
## 484 61 38 2021-06-11
## 485 0 0 2021-06-12
## Confirmed_Daily Confirmed_Total Deaths_Daily Deaths_Total Recovered_Daily
## 1 1 1 0 0 0
## 2 1 2 0 0 0
## 3 1 3 0 0 0
## 4 2 5 0 0 0
## 5 1 6 0 0 0
## 6 1 7 0 0 0
## 7 1 8 0 0 0
## 8 3 11 0 0 0
## 9 1 12 0 0 0
## 10 0 12 0 0 3
## 11 2 14 0 0 2
## 12 0 14 0 0 1
## 13 1 15 0 0 0
## 14 0 15 0 0 0
## 15 4 19 0 0 0
## 16 5 24 1 1 1
## 17 18 42 1 2 2
## 18 15 57 4 6 0
## 19 28 85 3 9 0
## 20 26 111 2 11 0
## 21 64 175 0 11 0
## 22 77 252 3 14 6
## 23 101 353 5 19 0
## 24 144 497 2 21 0
## 25 148 645 5 26 0
## 26 291 936 5 31 0
## 27 269 1205 6 37 0
## 28 393 1598 4 41 0
## 29 565 2163 8 49 1
## 30 662 2825 7 56 33
## 31 676 3501 6 62 11
## 32 872 4373 14 76 15
## 33 1291 5664 21 97 32
## 34 2410 8074 26 123 0
## 35 3948 12022 52 175 2
## 36 5417 17439 55 230 38
## 37 6271 23710 68 298 24
## 38 8631 32341 110 408 7
## 39 10410 42751 111 519 118
## 40 9939 52690 162 681 83
## 41 12226 64916 225 906 15
## 42 17050 81966 253 1159 1470
## 43 19046 101012 433 1592 601
## 44 20093 121105 447 2039 766
## 45 19118 140223 392 2431 1328
## 46 20463 160686 555 2986 947
## 47 25305 185991 821 3807 1745
## 48 26756 212747 940 4747 1627
## 49 28879 241626 1075 5822 1525
## 50 32525 274151 1185 7007 1880
## 51 33725 307876 1353 8360 2542
## 52 25717 333593 1175 9535 3152
## 53 29359 362952 1212 10747 1596
## 54 30512 393464 1927 12674 2101
## 55 32282 425746 1936 14610 1217
## 56 34243 459989 1856 16466 3037
## 57 33578 493567 2078 18544 1386
## 58 31869 525436 1899 20443 3139
## 59 28057 553493 1493 21936 2181
## 60 24685 578178 1462 23398 4314
## 61 25987 604165 2378 25776 1872
## 62 29465 633630 2438 28214 9888
## 63 32076 665706 2141 30355 9046
## 64 30915 696621 2080 32435 2756
## 65 28084 724705 1743 34178 7775
## 66 26013 750718 1634 35812 2727
## 67 25132 775850 1643 37455 1377
## 68 25178 801028 2624 40079 10534
## 69 29246 830274 2119 42198 1127
## 70 31277 861551 1840 44038 1872
## 71 35930 897481 2053 46091 24510
## 72 34782 932263 1825 47916 7730
## 73 26858 959121 1161 49077 619
## 74 22042 981163 1237 50314 20209
## 75 24359 1005522 2204 52518 3248
## 76 25869 1031391 2536 55054 5173
## 77 29637 1061028 2083 57137 8326
## 78 32964 1093992 1794 58931 5826
## 79 30531 1124523 1668 60599 12162
## 80 25382 1149905 1117 61716 4538
## 81 21278 1171183 877 62593 9805
## 82 22226 1193409 2435 65028 12560
## 83 24805 1218214 2701 67729 12456
## 84 27514 1245728 1971 69700 4166
## 85 27095 1272823 1695 71395 6353
## 86 25537 1298360 1555 72950 14475
## 87 20687 1319047 945 73895 18258
## 88 17777 1336824 840 74735 5889
## 89 21436 1358260 1591 76326 34521
## 90 20481 1378741 1715 78041 13513
## 91 26742 1405483 1858 79899 7768
## 92 25335 1430818 1524 81423 8215
## 93 24482 1455300 1231 82654 12990
## 94 19692 1474992 785 83439 7157
## 95 21100 1496092 792 84231 9994
## 96 19658 1515750 1425 85656 4797
## 97 22344 1538094 1528 87184 8896
## 98 24942 1563036 1286 88470 12093
## 99 22209 1585245 1262 89732 21032
## 100 22695 1607940 1089 90821 43713
## 101 20243 1628183 646 91467 4788
## 102 18543 1646726 504 91971 12968
## 103 16653 1663379 634 92605 15299
## 104 18666 1682045 1379 93984 10161
## 105 22980 1705025 1216 95200 8595
## 106 23497 1728522 1175 96375 20844
## 107 23826 1752348 979 97354 15669
## 108 21686 1774034 605 97959 64629
## 109 16040 1790074 478 98437 15549
## 110 20039 1810113 1039 99476 30558
## 111 19679 1829792 1004 100480 42696
## 112 20975 1850767 909 101389 23582
## 113 23288 1874055 849 102238 26394
## 114 23381 1897436 725 102963 13248
## 115 18535 1915971 448 103411 9814
## 116 16301 1932272 491 103902 11772
## 117 17180 1949452 926 104828 15382
## 118 20246 1969698 861 105689 19632
## 119 17848 1987546 812 106501 7592
## 120 24422 2011968 758 107259 25848
## 121 25942 2037910 654 107913 12172
## 122 21141 2059051 345 108258 15944
## 123 18307 2077358 384 108642 19816
## 124 23048 2100406 739 109381 13175
## 125 23620 2124026 742 110123 15755
## 126 27082 2151108 694 110817 12198
## 127 30927 2182035 682 111499 25067
## 128 31963 2213998 550 112049 16880
## 129 28095 2242093 283 112332 7414
## 130 26558 2268651 292 112624 22574
## 131 33315 2301966 766 113390 17474
## 132 37945 2339911 688 114078 20202
## 133 38853 2378764 644 114722 11688
## 134 44726 2423490 598 115320 16410
## 135 43581 2467071 507 115827 12734
## 136 40691 2507762 250 116077 12019
## 137 36390 2544152 338 116415 23721
## 138 43865 2588017 613 117028 26157
## 139 52609 2640626 670 117698 21346
## 140 54869 2695495 671 118369 26411
## 141 57209 2752704 610 118979 44397
## 142 50693 2803397 273 119252 24917
## 143 42953 2846350 212 119464 29159
## 144 46733 2893083 234 119698 35383
## 145 51108 2944191 917 120615 29916
## 146 62459 3006650 813 121428 37816
## 147 57443 3064093 868 122296 33749
## 148 67021 3131114 855 123151 34067
## 149 62408 3193522 718 123869 29951
## 150 60964 3254486 477 124346 26638
## 151 57936 3312422 282 124628 32385
## 152 61834 3374256 785 125413 50726
## 153 65370 3439626 873 126286 45767
## 154 69984 3509610 924 127210 33671
## 155 76091 3585701 936 128146 61600
## 156 65389 3651090 879 129025 33986
## 157 63591 3714681 512 129537 27119
## 158 55896 3770577 390 129927 47651
## 159 63496 3834073 1039 130966 36594
## 160 68377 3902450 1103 132069 56054
## 161 70719 3973169 1082 133151 36980
## 162 74360 4047529 1150 134301 48457
## 163 65944 4113473 985 135286 33618
## 164 58631 4172104 552 135838 28437
## 165 54806 4226910 1079 136917 46474
## 166 58540 4285450 1144 138061 49291
## 167 63255 4348705 1449 139510 59150
## 168 68543 4417248 1231 140741 39921
## 169 66364 4483612 1323 142064 42607
## 170 60817 4544429 1207 143271 35331
## 171 53561 4597990 462 143733 17314
## 172 41963 4639953 505 144238 66581
## 173 51185 4691138 1265 145503 34882
## 174 51884 4743022 1328 146831 58457
## 175 53305 4796327 1248 148079 36531
## 176 60184 4856511 1287 149366 40299
## 177 55692 4912203 1109 150475 21503
## 178 48769 4960972 554 151029 26231
## 179 40171 5001143 432 151461 51233
## 180 54443 5055586 1334 152795 39414
## 181 55170 5110756 1486 154281 57255
## 182 51335 5162091 1149 155430 30601
## 183 55057 5217148 1234 156664 31943
## 184 55348 5272496 1190 157854 25041
## 185 42181 5314677 616 158470 22536
## 186 37240 5351917 400 158870 50863
## 187 39794 5391711 1205 160075 37511
## 188 43798 5435509 1369 161444 51233
## 189 43027 5478536 1122 162566 33579
## 190 49743 5528279 1113 163679 31508
## 191 46183 5574462 1013 164692 20662
## 192 36422 5610884 554 165246 18983
## 193 33618 5644502 348 165594 50918
## 194 36047 5680549 1136 166730 36301
## 195 42355 5722904 1260 167990 59579
## 196 43814 5766718 1118 169108 34079
## 197 45447 5812165 1009 170117 27898
## 198 44269 5856434 1007 171124 32961
## 199 36939 5893373 434 171558 16928
## 200 31658 5925031 399 171957 30536
## 201 41535 5966566 1021 172978 40650
## 202 37630 6004196 1016 173994 50119
## 203 42973 6047169 1066 175060 48957
## 204 50183 6097352 979 176039 80580
## 205 43725 6141077 903 176942 30431
## 206 33174 6174251 442 177384 18970
## 207 26850 6201101 224 177608 32659
## 208 22292 6223393 354 177962 38131
## 209 30011 6253404 1044 179006 49335
## 210 36080 6289484 1134 180140 33865
## 211 43811 6333295 1004 181144 38002
## 212 41534 6374829 808 181952 32392
## 213 33506 6408335 383 182335 24595
## 214 33252 6441587 397 182732 52877
## 215 34364 6475951 1027 183759 40260
## 216 39095 6515046 1007 184766 51072
## 217 42592 6557638 852 185618 35881
## 218 47136 6604774 902 186520 36855
## 219 43628 6648402 716 187236 31799
## 220 34586 6682988 311 187547 26447
## 221 39127 6722115 309 187856 49385
## 222 48206 6770321 826 188682 46585
## 223 37666 6807987 1140 189822 52797
## 224 42917 6850904 909 190731 38668
## 225 48567 6899471 883 191614 43144
## 226 45752 6945223 846 192460 43389
## 227 34892 6980115 301 192761 36348
## 228 33189 7013304 257 193018 49180
## 229 37368 7050672 745 193763 39047
## 230 43119 7093791 1017 194780 51023
## 231 43979 7137770 861 195641 36915
## 232 48249 7186019 820 196461 40203
## 233 48200 7234219 745 197206 41685
## 234 36845 7271064 363 197569 30529
## 235 37737 7308801 341 197910 46040
## 236 38752 7347553 626 198536 40467
## 237 46477 7394030 899 199435 47835
## 238 54043 7448073 950 200385 41813
## 239 56842 7504915 919 201304 39107
## 240 55615 7560530 643 201947 25542
## 241 43677 7604207 464 202411 38320
## 242 41828 7646035 283 202694 56453
## 243 46691 7692726 731 203425 41812
## 244 54696 7747422 848 204273 52326
## 245 61028 7808450 889 205162 41386
## 246 66485 7874935 863 206025 75262
## 247 56862 7931797 775 206800 36791
## 248 50144 7981941 404 207204 25492
## 249 54312 8036253 436 207640 45584
## 250 55934 8092187 827 208467 42351
## 251 59962 8152149 1131 209598 56497
## 252 69302 8221451 966 210564 53185
## 253 77057 8298508 908 211472 42860
## 254 78890 8377398 865 212337 43450
## 255 62285 8439683 366 212703 30887
## 256 62938 8502621 435 213138 61326
## 257 69652 8572273 906 214044 44140
## 258 75605 8647878 1008 215052 55248
## 259 86898 8734776 1034 216086 50133
## 260 89223 8823999 914 217000 41167
## 261 90807 8914806 905 217905 37926
## 262 72226 8987032 414 218319 41167
## 263 81650 9068682 460 218779 67797
## 264 85361 9154043 1090 219869 64768
## 265 100456 9254499 1075 220944 55849
## 266 113498 9367997 1132 222076 48453
## 267 131084 9499081 1160 223236 50736
## 268 128546 9627627 1045 224281 50536
## 269 102444 9730071 471 224752 41676
## 270 119825 9849896 600 225352 69190
## 271 128772 9978668 1366 226718 48721
## 272 139231 10117899 1462 228180 47348
## 273 149472 10267371 1115 229295 79441
## 274 166850 10434221 1227 230522 61026
## 275 159725 10593946 1281 231803 101885
## 276 138231 10732177 661 232464 46205
## 277 148947 10881124 656 233120 82068
## 278 154500 11035624 1510 234630 68492
## 279 157005 11192629 1756 236386 79200
## 280 178160 11370789 1956 238342 76492
## 281 187600 11558389 1809 240151 72835
## 282 170981 11729370 1406 241557 87524
## 283 143863 11873233 883 242440 48693
## 284 157518 12030751 915 243355 96400
## 285 158322 12189073 2019 245374 87744
## 286 178040 12367113 2165 247539 168596
## 287 118289 12485402 1257 248796 41592
## 288 194300 12679702 1316 250112 98710
## 289 147831 12827533 1156 251268 95657
## 290 129897 12957430 817 252085 65964
## 291 148440 13105870 1107 253192 115676
## 292 169319 13275189 2388 255580 110139
## 293 190410 13465599 2662 258242 129329
## 294 201605 13667204 2647 260889 99080
## 295 215957 13883161 2436 263325 97455
## 296 204126 14087287 2275 265600 128856
## 297 170846 14258133 1080 266680 67855
## 298 185999 14444132 1331 268011 126653
## 299 192941 14637073 2617 270628 104823
## 300 200163 14837236 3043 273671 139342
## 301 206805 15044041 2787 276458 104454
## 302 221389 15265430 2806 279264 176554
## 303 210495 15475925 2326 281590 136906
## 304 177266 15653191 1410 283000 80114
## 305 190792 15843983 1408 284408 147224
## 306 178336 16022319 2824 287232 136190
## 307 217049 16239368 3331 290563 162882
## 308 215435 16454803 3304 293867 120322
## 309 226197 16681000 2681 296548 103229
## 310 192923 16873923 2644 299192 151159
## 311 179717 17053640 1508 300700 76637
## 312 177696 17231336 1486 302186 180414
## 313 174220 17405556 3037 305223 142601
## 314 206596 17612152 3251 308474 156769
## 315 190985 17803137 2790 311264 117257
## 316 125903 17929040 1397 312661 38588
## 317 176189 18105229 1356 314017 152790
## 318 143519 18248748 1330 315347 85374
## 319 161248 18409996 1509 316856 200852
## 320 178188 18588184 3268 320124 147745
## 321 206176 18794360 3572 323696 154322
## 322 211433 19005793 3171 326867 127012
## 323 174071 19179864 2444 329311 50035
## 324 258867 19438731 2252 331563 185546
## 325 207306 19646037 1370 332933 75571
## 326 165938 19811975 1608 334541 299554
## 327 202188 20014163 3424 337965 125704
## 328 225048 20239211 3670 341635 161926
## 329 250394 20489605 3916 345551 119175
## 330 274627 20764232 3555 349106 116632
## 331 247540 21011772 3437 352543 133129
## 332 210847 21222619 2004 354547 90412
## 333 194432 21417051 1706 356253 196971
## 334 196879 21613930 4013 360266 135567
## 335 203885 21817815 3824 364090 159008
## 336 203456 22021271 3690 367780 137083
## 337 225921 22247192 3531 371311 116850
## 338 198325 22445517 3555 374866 114675
## 339 179062 22624579 1916 376782 84707
## 340 138178 22762757 1345 378127 123334
## 341 139065 22901822 2095 380222 235167
## 342 168347 23070169 4137 384359 181864
## 343 168478 23238647 3865 388224 132275
## 344 175347 23413994 3787 392011 121728
## 345 159728 23573722 3321 395332 108230
## 346 130885 23704607 1910 397242 78690
## 347 130142 23834749 1612 398854 207721
## 348 129487 23964236 3547 402401 150053
## 349 134837 24099073 3907 406308 175344
## 350 140584 24239657 3759 410067 127370
## 351 145089 24384746 3304 413371 129445
## 352 134828 24519574 2823 416194 129378
## 353 107473 24627047 1949 418143 74893
## 354 115393 24742440 1549 419692 225687
## 355 102288 24844728 3275 422967 120892
## 356 97157 24941885 3477 426444 156356
## 357 107383 25049268 4955 431399 124851
## 358 115891 25165159 3399 434798 114540
## 359 100225 25265384 2817 437615 122348
## 360 86728 25352112 1396 439011 85871
## 361 77612 25429724 1283 440294 158196
## 362 79507 25509231 2766 443060 126633
## 363 83019 25592250 3152 446212 188106
## 364 90490 25682740 3735 449947 103496
## 365 88881 25771621 5369 455316 109493
## 366 80053 25851674 3296 458612 112814
## 367 64291 25915965 1282 459894 71162
## 368 51851 25967816 1073 460967 132337
## 369 52345 26020161 1298 462265 122793
## 370 56986 26077147 2256 464521 117079
## 371 57907 26135054 2530 467051 106924
## 372 66087 26201141 2333 469384 100302
## 373 62612 26263753 1968 471352 95549
## 374 50719 26314472 1240 472592 73918
## 375 50453 26364925 1278 473870 140950
## 376 56513 26421438 2165 476035 98377
## 377 62967 26484405 2321 478356 127812
## 378 66660 26551065 3027 481383 95124
## 379 65380 26616445 2024 483407 98615
## 380 61810 26678255 1744 485151 98455
## 381 48416 26726671 1073 486224 61783
## 382 46496 26773167 1208 487432 123226
## 383 45649 26818816 1662 489094 87790
## 384 57834 26876650 2271 491365 98003
## 385 56827 26933477 1680 493045 90117
## 386 60599 26994076 2089 495134 89887
## 387 53251 27047327 1553 496687 90586
## 388 37626 27084953 749 497436 62741
## 389 38585 27123538 562 497998 112978
## 390 46090 27169628 1623 499621 100044
## 391 53130 27222758 1385 501006 90592
## 392 53128 27275886 1477 502483 157028
## 393 59436 27335322 1626 504109 1233922
## 394 46410 27381732 746 504855 77376
## 395 34840 27416572 509 505364 60641
## 396 44275 27460847 649 506013 117314
## 397 44619 27505466 1040 507053 53838
## 398 53020 27558486 1089 508142 106886
## 399 55038 27613524 1494 509636 76524
## 400 57106 27670630 1374 511010 86526
## 401 49936 27720566 735 511745 73292
## 402 36132 27756698 438 512183 70635
## 403 46947 27803645 863 513046 91751
## 404 47664 27851309 800 513846 193582
## 405 56242 27907551 1281 515127 93294
## 406 57866 27965417 1236 516363 63330
## 407 64723 28030140 1252 517615 79059
## 408 54998 28085138 798 518413 73236
## 409 43104 28128242 531 518944 62380
## 410 58606 28186848 511 519455 98336
## 411 53634 28240482 843 520298 77576
## 412 60026 28300508 1090 521388 86666
## 413 67270 28367778 877 522265 80929
## 414 61895 28429673 923 523188 71244
## 415 60216 28489889 768 523956 68950
## 416 36188 28526077 294 524250 52118
## 417 61995 28588072 383 524633 76815
## 418 53403 28641475 799 525432 98703
## 419 66295 28707770 2510 527942 84318
## 420 70347 28778117 943 528885 66330
## 421 72398 28850515 874 529759 73897
## 422 62082 28912597 767 530526 76823
## 423 44448 28957045 292 530818 56933
## 424 57890 29014935 393 531211 80334
## 425 66235 29081170 865 532076 65554
## 426 64685 29145855 771 532847 69751
## 427 64166 29210021 893 533740 74819
## 428 70917 29280938 859 534599 65207
## 429 58417 29339355 695 535294 69145
## 430 40941 29380296 345 535639 55897
## 431 57364 29437660 432 536071 82234
## 432 49952 29487612 785 536856 62072
## 433 55847 29543459 818 537674 71899
## 434 58774 29602233 829 538503 59224
## 435 56626 29658859 813 539316 59389
## 436 47774 29706633 693 540009 43827
## 437 31238 29737871 297 540306 39957
## 438 38880 29776751 414 540720 95958
## 439 43079 29819830 608 541328 46124
## 440 48254 29868084 886 542214 62834
## 441 50962 29919046 779 542993 56827
## 442 51006 29970052 815 543808 68568
## 443 43156 30013208 720 544528 67785
## 444 27643 30040851 361 544889 45873
## 445 40971 30081822 387 545276 85593
## 446 36877 30118699 801 546077 56996
## 447 38227 30156926 759 546836 68925
## 448 39575 30196501 734 547570 70097
## 449 42587 30239088 816 548386 219346
## 450 31853 30270941 680 549066 81114
## 451 21133 30292074 266 549332 33841
## 452 30478 30322552 320 549652 67715
## 453 29570 30352122 645 550297 50711
## 454 30260 30382382 734 551031 62091
## 455 33607 30415989 666 551697 46970
## 456 34670 30450659 705 552402 45622
## 457 26815 30477474 489 552891 385799
## 458 15829 30493303 313 553204 37400
## 459 23774 30517077 348 553552 66289
## 460 23623 30540700 813 554365 51018
## 461 25421 30566121 598 554963 45853
## 462 25465 30591586 619 555582 59471
## 463 25259 30616845 684 556266 40778
## 464 18269 30635114 478 556744 71813
## 465 13554 30648668 194 556938 31013
## 466 20047 30668715 342 557280 61675
## 467 19947 30688662 655 557935 42512
## 468 20765 30709427 927 558862 55826
## 469 20180 30729607 1146 560008 39611
## 470 22781 30752388 716 560724 65161
## 471 11370 30763758 282 561006 51921
## 472 7477 30771235 129 561135 21923
## 473 4954 30776189 130 561265 22956
## 474 19211 30795400 554 561819 77078
## 475 13844 30809244 559 562378 45593
## 476 15412 30824656 548 562926 39064
## 477 17988 30842644 554 563480 29420
## 478 10439 30853083 398 563878 48496
## 479 6009 30859092 343 564221 19246
## 480 12447 30871539 263 564484 54922
## 481 12126 30883665 368 564852 43204
## 482 14362 30898027 424 565276 33228
## 483 7517 30905544 383 565659 24303
## 484 23662 30929206 738 566397 67930
## 485 0 0 0 0 0
## Recovered_Total Active_Total
## 1 0 1
## 2 0 2
## 3 0 3
## 4 0 5
## 5 0 6
## 6 0 7
## 7 0 8
## 8 0 11
## 9 0 12
## 10 3 9
## 11 5 9
## 12 6 8
## 13 6 9
## 14 6 9
## 15 6 13
## 16 7 16
## 17 9 31
## 18 9 42
## 19 9 67
## 20 9 91
## 21 9 155
## 22 15 223
## 23 15 319
## 24 15 461
## 25 15 604
## 26 15 890
## 27 15 1153
## 28 15 1542
## 29 16 2098
## 30 49 2720
## 31 60 3379
## 32 75 4222
## 33 107 5460
## 34 107 7844
## 35 109 11738
## 36 147 17062
## 37 171 22941
## 38 178 31755
## 39 296 41936
## 40 379 51630
## 41 394 63616
## 42 1864 78943
## 43 2465 96955
## 44 3231 115835
## 45 4559 133233
## 46 5506 152194
## 47 7251 174933
## 48 8878 199122
## 49 10403 225401
## 50 12283 254861
## 51 14825 284691
## 52 17977 306081
## 53 19573 332632
## 54 21674 359116
## 55 22891 388245
## 56 25928 417595
## 57 27314 447709
## 58 30453 474540
## 59 32634 498923
## 60 36948 517832
## 61 38820 539569
## 62 48708 556708
## 63 57754 577597
## 64 60510 603676
## 65 68285 622242
## 66 71012 643894
## 67 72389 666006
## 68 82923 715481
## 69 84050 704026
## 70 85922 731591
## 71 110432 740958
## 72 118162 766185
## 73 118781 791263
## 74 138990 791859
## 75 142238 810766
## 76 147411 828926
## 77 155737 848154
## 78 161563 873498
## 79 173725 890199
## 80 178263 909926
## 81 188068 920522
## 82 200628 920522
## 83 213084 937401
## 84 217250 958778
## 85 223603 977825
## 86 238078 987332
## 87 256336 988816
## 88 262225 999864
## 89 296746 985188
## 90 310259 990441
## 91 318027 1007557
## 92 326242 1023153
## 93 339232 1033414
## 94 346389 1045164
## 95 356383 1055478
## 96 361180 1068914
## 97 370076 1080834
## 98 382169 1092397
## 99 403201 1092312
## 100 446914 1070205
## 101 451702 1085014
## 102 464670 1090085
## 103 479969 1090805
## 104 490130 1097931
## 105 498725 1111100
## 106 519569 1112578
## 107 535238 1119756
## 108 599867 1076208
## 109 615416 1076221
## 110 645974 1064663
## 111 688670 1040642
## 112 712252 1037126
## 113 738646 1033171
## 114 751894 1042579
## 115 761708 1050852
## 116 773480 1054890
## 117 788862 1055762
## 118 808494 1055515
## 119 816086 1064959
## 120 841934 1062775
## 121 854106 1075891
## 122 870050 1080743
## 123 889866 1078850
## 124 903041 1087984
## 125 918796 1095107
## 126 930994 1109297
## 127 956061 1114475
## 128 972941 1129008
## 129 980355 1149406
## 130 1002929 1153908
## 131 1020403 1168173
## 132 1040605 1185228
## 133 1052293 1211749
## 134 1068703 1239467
## 135 1081437 1269807
## 136 1093456 1298229
## 137 1117177 1310560
## 138 1143334 1327655
## 139 1164680 1358248
## 140 1191091 1386035
## 141 1235488 1398237
## 142 1260405 1423740
## 143 1289564 1437322
## 144 1324947 1448438
## 145 1354863 1468713
## 146 1392679 1492543
## 147 1426428 1515369
## 148 1460495 1547468
## 149 1490446 1579207
## 150 1517084 1613056
## 151 1549469 1638325
## 152 1600195 1648648
## 153 1645962 1667378
## 154 1679633 1702767
## 155 1741233 1716322
## 156 1775219 1746846
## 157 1802338 1782806
## 158 1849989 1790661
## 159 1886583 1816524
## 160 1942637 1827744
## 161 1979617 1860401
## 162 2028074 1885154
## 163 2061692 1916495
## 164 2090129 1946137
## 165 2136603 1953390
## 166 2185894 1961495
## 167 2245044 1964151
## 168 2284965 1991542
## 169 2327572 2013976
## 170 2362903 2038255
## 171 2380217 2074040
## 172 2446798 2048917
## 173 2481680 2063955
## 174 2540137 2056054
## 175 2576668 2071580
## 176 2616967 2090178
## 177 2638470 2123258
## 178 2664701 2145242
## 179 2715934 2133748
## 180 2755348 2147443
## 181 2812603 2143872
## 182 2843204 2163457
## 183 2875147 2185337
## 184 2900188 2214454
## 185 2922724 2233483
## 186 2973587 2219460
## 187 3011098 2220538
## 188 3062331 2211734
## 189 3095910 2220060
## 190 3127418 2237182
## 191 3148080 2261690
## 192 3167063 2278575
## 193 3217981 2260927
## 194 3254282 2259537
## 195 3313861 2241053
## 196 3347940 2249670
## 197 3375838 2266210
## 198 3408799 2276511
## 199 3425727 2296088
## 200 3456263 2296811
## 201 3496913 2296675
## 202 3547032 2283170
## 203 3595989 2276120
## 204 3676569 2244744
## 205 3707000 2257135
## 206 3725970 2270897
## 207 3758629 2264864
## 208 3796760 2248671
## 209 3846095 2228303
## 210 3879960 2229384
## 211 3917962 2234189
## 212 3950354 2242523
## 213 3974949 2251051
## 214 4027826 2231029
## 215 4068086 2224106
## 216 4119158 2211122
## 217 4155039 2216981
## 218 4191894 2226360
## 219 4223693 2237473
## 220 4250140 2245301
## 221 4299525 2234734
## 222 4346110 2235529
## 223 4398907 2219258
## 224 4437575 2222598
## 225 4480719 2227138
## 226 4524108 2228655
## 227 4560456 2226898
## 228 4609636 2211171
## 229 4648683 2208226
## 230 4699706 2199300
## 231 4736621 2205505
## 232 4776824 2212734
## 233 4818509 2218504
## 234 4849038 2224457
## 235 4895078 2215813
## 236 4935545 2213472
## 237 4983380 2211215
## 238 5025193 2222495
## 239 5064300 2239311
## 240 5089842 2268741
## 241 5128162 2273634
## 242 5184615 2258726
## 243 5226427 2263033
## 244 5278753 2264397
## 245 5320139 2283148
## 246 5395401 2273509
## 247 5432192 2292799
## 248 5457684 2317053
## 249 5503268 2325345
## 250 5545619 2338101
## 251 5602116 2340435
## 252 5655301 2355586
## 253 5698161 2388875
## 254 5741611 2423448
## 255 5772498 2454482
## 256 5833824 2455659
## 257 5877964 2480265
## 258 5933212 2499614
## 259 5983345 2535345
## 260 6024512 2582487
## 261 6062438 2634463
## 262 6103605 2665108
## 263 6171402 2678501
## 264 6236170 2698004
## 265 6292019 2741536
## 266 6340472 2805449
## 267 6391208 2884637
## 268 6441744 2961602
## 269 6483420 3021899
## 270 6552610 3071934
## 271 6601331 3150619
## 272 6648679 3241040
## 273 6728120 3309956
## 274 6789146 3414553
## 275 6891031 3471112
## 276 6937236 3562477
## 277 7019304 3628700
## 278 7087796 3713198
## 279 7166996 3789247
## 280 7243488 3888959
## 281 7316323 4001915
## 282 7403847 4083966
## 283 7452540 4178253
## 284 7548940 4238456
## 285 7636684 4305256
## 286 7805280 4314279
## 287 7846872 4389717
## 288 7945582 4483991
## 289 8041239 4535026
## 290 8107203 4598142
## 291 8222879 4629799
## 292 8333018 4686591
## 293 8462347 4745010
## 294 8561427 4844888
## 295 8658882 4960954
## 296 8787738 5033949
## 297 8855593 5135860
## 298 8982246 5193875
## 299 9087069 5279376
## 300 9226411 5337154
## 301 9330865 5436718
## 302 9507419 5478747
## 303 9644325 5549994
## 304 9724439 5645752
## 305 9871663 5687912
## 306 10007853 5727212
## 307 10170735 5778070
## 308 10291057 5869879
## 309 10394286 5990166
## 310 10545445 6029286
## 311 10622082 6130858
## 312 10802496 6126654
## 313 10945097 6155236
## 314 11101866 6201812
## 315 11219123 6272750
## 316 11257711 6358668
## 317 11410501 6380711
## 318 11495875 6437526
## 319 11696727 6396413
## 320 11844472 6423588
## 321 11998794 6471870
## 322 12125806 6553120
## 323 12175841 6674712
## 324 12361387 6745781
## 325 12436958 6876146
## 326 12736512 6740922
## 327 12862216 6813982
## 328 13024142 6873434
## 329 13143317 7000737
## 330 13259949 7155177
## 331 13393078 7266151
## 332 13483490 7384582
## 333 13680461 7380337
## 334 13816028 7437622
## 335 13975036 7478637
## 336 14112119 7541296
## 337 14228969 7646826
## 338 14343644 7727007
## 339 14428351 7819446
## 340 14551685 7832945
## 341 14786852 7734748
## 342 14968716 7717094
## 343 15100991 7749432
## 344 15222719 7799264
## 345 15330949 7847441
## 346 15409639 7897726
## 347 15617360 7818535
## 348 15767413 7794422
## 349 15942757 7750008
## 350 16070127 7759463
## 351 16199572 7771794
## 352 16328950 7774407
## 353 16403843 7805061
## 354 16629530 7693218
## 355 16750422 7671339
## 356 16906778 7608663
## 357 17031629 7586240
## 358 17146169 7584192
## 359 17268517 7559252
## 360 17354388 7558713
## 361 17512584 7476846
## 362 17639217 7426954
## 363 17827323 7318715
## 364 17930819 7301974
## 365 18040312 7275993
## 366 18153126 7239936
## 367 18224288 7231783
## 368 18356625 7150224
## 369 18479418 7078478
## 370 18596497 7016129
## 371 18703421 6964582
## 372 18803723 6928034
## 373 18899272 6893129
## 374 18973190 6868690
## 375 19114140 6776915
## 376 19212517 6732886
## 377 19340329 6665720
## 378 19435453 6634229
## 379 19534068 6598970
## 380 19632523 6560581
## 381 19694306 6546141
## 382 19817532 6468203
## 383 19905322 6424400
## 384 20003325 6381960
## 385 20093442 6346990
## 386 20183329 6315613
## 387 20273915 6276725
## 388 20336656 6250861
## 389 20449634 6175906
## 390 20549678 6120329
## 391 20640270 6081482
## 392 20797298 5976105
## 393 22031220 4799993
## 394 22108596 4768281
## 395 22169237 4741971
## 396 22286551 4668283
## 397 22340389 4658024
## 398 22447275 4603069
## 399 22523799 4580089
## 400 22610325 4549295
## 401 22683617 4525204
## 402 22754252 4490263
## 403 22846003 4444596
## 404 23039585 4297878
## 405 23132879 4259545
## 406 23196209 4252845
## 407 23275268 4237257
## 408 23348504 4218221
## 409 23410884 4198414
## 410 23509220 4158173
## 411 23586796 4133388
## 412 23673462 4105658
## 413 23754391 4091122
## 414 23825635 4080850
## 415 23894585 4071348
## 416 23946703 4055124
## 417 24023518 4039921
## 418 24122221 3993822
## 419 24206539 3973289
## 420 24272869 3976363
## 421 24346766 3973990
## 422 24423589 3958482
## 423 24480522 3945705
## 424 24560856 3922868
## 425 24626410 3922684
## 426 24696161 3916847
## 427 24770980 3905301
## 428 24836187 3910152
## 429 24905332 3898729
## 430 24961229 3883428
## 431 25043463 3858126
## 432 25105535 3845221
## 433 25177434 3828351
## 434 25236658 3827072
## 435 25296047 3823496
## 436 25339874 3826750
## 437 25379831 3817734
## 438 25475789 3760242
## 439 25521913 3756589
## 440 25584747 3741123
## 441 25641574 3734479
## 442 25710142 3716102
## 443 25777927 3690753
## 444 25823800 3672162
## 445 25909393 3627153
## 446 25966389 3606233
## 447 26035314 3574776
## 448 26105411 3543520
## 449 26324757 3365945
## 450 26405871 3316004
## 451 26439712 3303030
## 452 26507427 3265473
## 453 26558138 3243687
## 454 26620229 3211122
## 455 26667199 3197093
## 456 26712821 3185436
## 457 27098620 2825963
## 458 27136020 2804079
## 459 27202309 2761216
## 460 27253327 2733008
## 461 27299180 2711978
## 462 27358651 2677353
## 463 27399429 2661150
## 464 27471242 2607128
## 465 27502255 2589475
## 466 27563930 2547505
## 467 27606442 2524285
## 468 27662268 2488297
## 469 27701879 2467720
## 470 27767040 2424624
## 471 27818961 2383791
## 472 27840884 2369216
## 473 27863840 2351084
## 474 27940918 2292663
## 475 27986511 2260355
## 476 28025575 2236155
## 477 28054995 2224169
## 478 28103491 2185714
## 479 28122737 2172134
## 480 28177659 2129396
## 481 28220863 2097950
## 482 28254091 2078660
## 483 28278394 2061491
## 484 28346324 2016485
## 485 0 0# cases is sorted by columns names so we take region by [:]
West<-colnames(Cases)[2:14]
Midwest<-colnames(Cases)[15:27]
South<-colnames(Cases)[28:40]
Northeast<-colnames(Cases)[41:52]
Territories<-colnames(Cases)[53:56]Exploration
We will have a glimpse over the data for a better understanding.
# glimpse(Cases)We can see that the cases data frame has 2 different data frames:
States cases - this part represent data about cases that occurred in each day. each row represent the day and each column represent the state’s cases per day.
This data frame contains also data collected about the territories of the US: Guam , Virgin Islands , Northen Mariana Islands and Puerto Rico.Total cases - this part represent sum of cases of the US population by the categories:
Daily reports for confirmed, deaths and recovered cases.
Total reports for confirmed, deaths and recovered cases.
We noticed there are only 2 data types:
dbl - representing the the cases amount
date - representing the date.
Separating to different data frames.
For start We would want to separate the 2 data frames for easier working.
After that, we would want to do some calculations over the regions of the states, so we will create separated data frames for each region, and a data frame of the states cases by each region.
index1 <- c(1, 58:64)
Total_Df <- Cases %>%
select(all_of(index1))
index2 <- c(1:56)
Cases_States <- Cases %>%
select(all_of(index2))We now have two data frames with different roles.
Let’s check the dimensions of the df.
dim(Cases_States)## [1] 485 56dim(Total_Df)## [1] 485 8All the data frames have 484 rows that represent the date of cases.
The cases data frame have 56 variables that represent the states and territories.
The total_df data frame has 8 variables that represents total amount of cases.
We know that the rows represent data that was collected in each day , so we will check the top and bottom of the data to understand when it starts and when it ends.
Lets see the top and bottom of the cases states data frame
Cases_States <- Cases_States %>%
arrange(Date)
head(Cases_States, 5)## Date Alaska Arizona California Colorado Hawaii Idaho Montana New_Mexico
## 1 2020-01-21 0 0 0 0 0 0 0 0
## 2 2020-01-24 0 0 0 0 0 0 0 0
## 3 2020-01-25 0 0 1 0 0 0 0 0
## 4 2020-01-26 0 1 1 0 0 0 0 0
## 5 2020-01-30 0 0 0 0 0 0 0 0
## Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana Kansas Michigan
## 1 0 0 0 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0 1 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 1 0 0 0
## Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma South_Dakota Wisconsin
## 1 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0
## Alabama Arkansas Florida Georgia Kentucky Louisiana Mississippi
## 1 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0
## North_Carolina South_Carolina Tennessee Texas Virginia West_Virginia
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## Connecticut Washington_D.C Delaware Massachusetts Maryland Maine
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## Territories_Guam Territories_Northern_Mariana_Islands Territories_Puerto_Rico
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## Territories_Virgin_Islands
## 1 0
## 2 0
## 3 0
## 4 0
## 5 0tail(Cases_States, 5)## Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 481 2021-06-08 0 414 792 600 33 127 137
## 482 2021-06-09 65 433 846 697 42 138 73
## 483 2021-06-10 0 370 856 596 48 102 99
## 484 2021-06-11 60 422 1136 930 74 118 71
## 485 2021-06-12 0 0 0 0 0 0 0
## New_Mexico Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana
## 481 61 347 297 252 479 50 71 365 364
## 482 76 217 262 360 403 84 105 408 352
## 483 96 295 358 313 601 44 69 366 460
## 484 125 262 296 266 539 82 133 401 395
## 485 0 0 0 0 0 0 0 0 0
## Kansas Michigan Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma
## 481 0 293 108 460 39 37 274 80
## 482 401 257 108 378 44 29 289 124
## 483 0 301 130 482 53 35 253 122
## 484 269 318 136 438 35 43 230 178
## 485 0 0 0 0 0 0 0 0
## South_Dakota Wisconsin Alabama Arkansas Florida Georgia Kentucky Louisiana
## 481 31 168 0 231 0 251 339 -27
## 482 10 106 657 201 0 266 198 678
## 483 21 136 0 289 0 334 213 347
## 484 8 124 606 393 11454 275 187 212
## 485 0 0 0 0 0 0 0 0
## Mississippi North_Carolina South_Carolina Tennessee Texas Virginia
## 481 57 173 81 189 3442 117
## 482 107 285 147 199 3561 187
## 483 194 312 49 362 -2623 201
## 484 236 283 104 140 1108 91
## 485 0 0 0 0 0 0
## West_Virginia Connecticut Washington_D.C Delaware Massachusetts Maryland
## 481 78 66 23 21 100 78
## 482 60 108 8 37 116 126
## 483 91 57 24 33 85 121
## 484 70 31 7 38 121 113
## 485 0 0 0 0 0 0
## Maine New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 481 26 3 147 442 310 32 13
## 482 38 52 153 426 330 47 5
## 483 48 44 214 566 267 34 14
## 484 37 28 157 480 265 26 6
## 485 0 0 0 0 0 0 0
## Territories_Guam Territories_Northern_Mariana_Islands
## 481 5 0
## 482 9 0
## 483 6 0
## 484 6 0
## 485 0 0
## Territories_Puerto_Rico Territories_Virgin_Islands
## 481 50 0
## 482 10 44
## 483 29 0
## 484 61 38
## 485 0 0First, we used the arrange function to arrange by the date, after we can see our data starts at the 21.1.20 and ends at the 11.6.21.
Creating data frames for region
We want to create data frame representing the regions so we have a look over the data from another angle.
Region_Cases <- Cases %>%
mutate(Total_West = rowSums(.[2:14]), Total_Midwest = rowSums(.[15:27]),
Total_South = rowSums(.[28:40]), Total_Northeast = rowSums(.[41:52]),
Total_Territories = rowSums(.[53:56])) %>%
select(Date, Total_West, Total_Midwest , Total_South, Total_Northeast,
Total_South, Total_Northeast, Total_Territories)Cleaning the data
Now that we organized the data we would want to check if there are incorrect values in the data frame.
First, we will use the filter function to check for negative values.
Cases_States %>%
filter_all(any_vars(.<0))## Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 1 2020-04-23 2 310 1973 -670 4 34 3
## 2 2020-04-26 2 246 1027 447 2 10 3
## 3 2020-05-04 2 279 1321 272 1 27 2
## 4 2020-05-05 1 386 1275 431 4 21 -1
## 5 2020-05-11 2 261 1259 174 2 30 1
## 6 2020-05-14 4 498 2023 343 -1 27 0
## 7 2020-05-18 3 233 1591 255 0 36 2
## 8 2020-05-22 2 293 2247 299 -5 61 0
## 9 2020-05-26 2 222 2175 267 0 73 0
## 10 2020-05-27 1 479 2247 232 1 32 2
## 11 2020-06-06 12 1119 3115 220 9 28 -1
## 12 2020-06-11 17 1412 3090 125 7 42 2
## 13 2020-06-17 20 1827 3455 208 4 92 16
## 14 2020-06-19 14 3246 4317 235 27 128 11
## 15 2020-07-19 79 2359 9329 343 27 571 62
## 16 2020-07-25 89 3740 10066 806 71 563 221
## 17 2020-08-15 83 933 12614 293 282 304 118
## 18 2020-08-18 62 915 4636 249 134 384 54
## 19 2020-08-27 80 680 4430 349 306 342 144
## 20 2020-08-30 44 374 6070 182 200 190 89
## 21 2020-09-25 122 515 3400 709 112 523 322
## 22 2020-09-28 116 273 2955 411 87 422 306
## 23 2020-10-05 208 316 3055 461 50 458 212
## 24 2020-10-06 139 864 1677 654 83 660 500
## 25 2020-10-14 143 901 2666 692 99 645 599
## 26 2021-02-07 0 1544 15064 1034 75 0 73
## 27 2021-02-09 115 4381 8251 934 31 437 374
## 28 2021-03-17 170 445 2441 626 69 454 140
## 29 2021-04-26 439 750 2116 1011 67 542 14
## 30 2021-05-13 83 544 1443 1846 74 149 112
## 31 2021-06-08 0 414 792 600 33 127 137
## 32 2021-06-10 0 370 856 596 48 102 99
## New_Mexico Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana
## 1 169 127 68 167 259 6 176 1826 601
## 2 66 63 58 175 202 8 383 2126 617
## 3 181 65 79 142 277 9 534 2341 574
## 4 107 103 80 132 132 8 408 2122 526
## 5 206 54 58 111 231 6 414 1266 501
## 6 139 105 63 129 261 6 386 3239 580
## 7 158 49 64 146 178 11 304 2294 477
## 8 153 146 47 183 148 0 550 2758 473
## 9 104 126 18 99 116 4 176 1178 363
## 10 122 115 71 86 225 5 658 1111 359
## 11 128 194 92 546 449 5 343 975 419
## 12 117 235 177 388 137 25 265 766 411
## 13 132 184 120 407 253 18 236 546 227
## 14 107 410 206 586 409 21 429 692 308
## 15 235 1288 430 785 920 15 511 965 917
## 16 313 931 388 661 1025 36 642 1426 922
## 17 142 859 405 345 746 36 808 1828 1044
## 18 79 672 225 263 543 21 183 1740 841
## 19 188 554 190 383 542 31 1467 1707 1145
## 20 105 447 261 178 441 35 1009 1992 879
## 21 263 556 449 1411 988 97 1182 2514 1171
## 22 141 463 174 827 369 117 562 1709 872
## 23 155 337 279 1105 402 114 387 1853 830
## 24 315 479 291 716 387 91 578 1617 970
## 25 577 479 380 1144 734 174 1153 2862 1165
## 26 342 651 381 908 0 -36 507 2060 1724
## 27 413 546 513 918 678 9 676 2082 1130
## 28 243 301 209 699 742 85 488 1655 902
## 29 623 840 621 246 1811 91 182 2137 682
## 30 200 436 718 418 1141 87 202 1918 882
## 31 61 347 297 252 479 50 71 365 364
## 32 96 295 358 313 601 44 69 366 460
## Kansas Michigan Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma
## 1 271 1325 221 184 30 311 533 123
## 2 118 575 156 171 64 296 377 60
## 3 215 196 571 368 34 424 515 72
## 4 213 447 617 162 41 355 463 83
## 5 132 414 528 74 27 257 509 24
## 6 0 1191 518 175 65 341 555 110
## 7 454 773 704 156 31 277 426 88
## 8 419 403 805 218 88 237 584 169
## 9 0 223 645 124 -35 264 522 47
## 10 119 504 504 201 17 357 364 92
## 11 0 224 521 189 71 164 312 56
## 12 0 218 447 203 39 290 410 146
## 13 262 204 414 208 42 195 392 259
## 14 378 211 356 293 33 176 576 352
## 15 0 483 734 846 112 102 1071 209
## 16 0 437 803 1357 122 221 1426 965
## 17 0 1015 690 1127 122 253 1071 901
## 18 0 477 345 794 135 262 785 615
## 19 0 758 1154 1512 333 374 1158 712
## 20 0 539 932 1465 218 293 895 667
## 21 1366 929 1177 1978 434 431 1051 1276
## 22 2037 1308 904 -130 259 515 880 861
## 23 1597 1407 973 987 312 452 999 665
## 24 0 903 941 1165 502 498 1222 1364
## 25 1293 1359 1189 4449 702 924 1880 1122
## 26 0 0 762 769 49 301 1639 2174
## 27 0 563 497 649 -9 344 2060 1070
## 28 686 3164 793 407 134 111 955 491
## 29 493 6524 975 195 121 100 1133 728
## 30 0 2057 880 451 114 159 738 153
## 31 0 293 108 460 39 37 274 80
## 32 0 301 130 482 53 35 253 122
## South_Dakota Wisconsin Alabama Arkansas Florida Georgia Kentucky Louisiana
## 1 98 207 243 207 1072 772 108 481
## 2 65 224 208 92 689 706 169 261
## 3 37 272 173 27 819 409 115 333
## 4 53 330 308 67 542 549 577 323
## 5 97 199 275 31 386 853 237 215
## 6 60 373 351 130 808 526 145 827
## 7 40 144 315 54 854 380 247 277
## 8 106 511 360 154 776 722 130 421
## 9 67 279 666 151 509 409 349 245
## 10 57 599 379 97 379 691 124 443
## 11 90 322 636 450 1270 688 297 497
## 12 61 333 848 448 1698 993 61 442
## 13 84 256 390 415 2610 952 156 928
## 14 49 278 787 703 3822 1097 251 -119
## 15 44 830 1685 695 12478 3251 967 3116
## 16 105 953 1949 732 12198 3787 775 0
## 17 94 829 1161 -400 6352 3273 552 0
## 18 83 634 1220 410 3838 2816 480 640
## 19 623 878 668 722 3269 2484 602 677
## 20 380 537 1172 478 2583 1215 394 1624
## 21 457 2504 798 897 2847 1468 758 706
## 22 197 1726 501 807 738 596 387 240
## 23 180 1696 477 417 1415 789 469 218
## 24 278 2020 632 641 2251 936 692 532
## 25 813 3107 662 1079 2883 1297 979 320
## 26 64 671 846 672 6624 3153 1127 1330
## 27 107 681 855 1475 7023 2583 1322 867
## 28 130 318 622 325 4599 1127 603 280
## 29 79 367 183 63 3513 653 161 689
## 30 58 485 1019 192 4064 805 446 323
## 31 31 168 0 231 0 251 339 -27
## 32 21 136 0 289 0 334 213 347
## Mississippi North_Carolina South_Carolina Tennessee Texas Virginia
## 1 259 388 156 424 875 675
## 2 193 207 237 478 858 586
## 3 327 184 131 394 784 767
## 4 330 408 84 119 1037 717
## 5 173 281 139 559 1000 927
## 6 393 691 159 329 1448 1038
## 7 136 511 126 623 909 690
## 8 402 758 259 433 1181 780
## 9 273 176 238 358 589 1550
## 10 313 488 207 341 1361 836
## 11 265 1370 463 551 1940 842
## 12 0 1310 682 471 1826 490
## 13 489 1002 561 313 3129 401
## 14 0 1652 1075 1188 3454 543
## 15 792 1820 2369 1779 7300 1070
## 16 1434 2097 1376 1718 6020 1227
## 17 825 1536 994 1289 8245 845
## 18 795 1263 669 1034 7282 793
## 19 585 2091 464 1826 5600 1047
## 20 647 1051 1036 835 3824 891
## 21 722 1579 1035 1910 4633 835
## 22 190 864 540 737 4090 410
## 23 215 2248 540 2489 3409 556
## 24 975 1268 684 1676 4132 548
## 25 876 1619 766 1709 4826 682
## 26 900 3923 2357 2387 5420 2084
## 27 656 2215 1500 1636 10653 2343
## 28 352 1102 801 1826 4284 830
## 29 638 4273 411 2010 1720 599
## 30 362 1014 224 841 1700 426
## 31 57 173 81 189 3442 117
## 32 194 312 49 362 -2623 201
## West_Virginia Connecticut Washington_D.C Delaware Massachusetts Maryland
## 1 18 631 155 108 3079 962
## 2 28 687 142 458 1590 815
## 3 15 686 154 80 1000 946
## 4 32 648 152 83 1184 709
## 5 6 211 117 118 669 786
## 6 30 609 152 271 1685 1091
## 7 -1 697 147 199 1042 958
## 8 23 432 105 143 805 893
## 9 23 430 109 101 422 535
## 10 70 -15 72 30 527 736
## 11 18 358 70 72 505 712
## 12 24 114 52 50 346 732
## 13 26 80 29 41 180 560
## 14 35 117 49 112 152 319
## 15 70 0 67 90 218 925
## 16 164 0 68 -27 210 1288
## 17 185 0 41 56 366 818
## 18 95 -12 52 57 175 520
## 19 121 130 72 -10 365 577
## 20 144 0 34 -6 174 497
## 21 238 115 57 138 454 559
## 22 151 560 14 129 367 477
## 23 119 823 28 120 465 501
## 24 172 121 105 103 454 413
## 25 216 164 64 71 518 575
## 26 418 0 158 762 3004 1566
## 27 322 869 145 279 1319 976
## 28 192 373 81 372 1640 917
## 29 183 2167 55 237 812 557
## 30 331 471 68 125 616 474
## 31 78 66 23 21 100 78
## 32 91 57 24 33 85 121
## Maine New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 1 30 82 4124 6244 1369 415 2
## 2 25 77 3515 5902 1116 310 8
## 3 -49 70 1525 2538 825 175 5
## 4 14 48 2324 2239 865 281 5
## 5 16 89 1413 1660 543 176 -1
## 6 33 83 1144 2390 938 181 3
## 7 22 56 1705 1250 822 121 0
## 8 71 79 1247 1696 -841 165 2
## 9 36 34 672 1072 432 145 5
## 10 20 55 864 1129 736 143 4
## 11 43 66 557 1108 687 0 19
## 12 30 31 470 736 435 106 15
## 13 10 72 277 567 313 49 -1
## 14 31 36 389 796 502 68 9
## 15 14 15 -31 502 776 0 12
## 16 30 40 513 750 1030 0 11
## 17 29 16 278 734 834 0 8
## 18 14 13 331 655 696 120 3
## 19 19 35 307 791 595 135 9
## 20 15 8 291 698 647 0 11
## 21 14 41 548 908 752 -130 7
## 22 14 36 559 834 645 243 3
## 23 19 35 511 933 662 343 32
## 24 20 51 629 1393 927 177 4
## 25 31 70 938 1232 1097 204 3
## 26 121 318 3924 10025 4255 0 134
## 27 125 419 3069 7866 2941 330 59
## 28 148 297 3521 8976 2341 434 59
## 29 174 114 -9195 3039 1592 636 41
## 30 211 211 356 2216 1630 -21 73
## 31 26 3 147 442 310 32 13
## 32 48 44 214 566 267 34 14
## Territories_Guam Territories_Northern_Mariana_Islands
## 1 2 0
## 2 1 0
## 3 0 0
## 4 1 0
## 5 0 3
## 6 -1 0
## 7 0 2
## 8 0 1
## 9 1 0
## 10 3 0
## 11 0 0
## 12 1 0
## 13 2 0
## 14 8 0
## 15 0 0
## 16 0 1
## 17 0 0
## 18 19 1
## 19 112 0
## 20 0 0
## 21 23 0
## 22 35 0
## 23 54 2
## 24 65 0
## 25 75 0
## 26 6 0
## 27 9 0
## 28 3 -1
## 29 8 0
## 30 2 0
## 31 5 0
## 32 6 0
## Territories_Puerto_Rico Territories_Virgin_Islands
## 1 38 0
## 2 -45 4
## 3 35 0
## 4 81 0
## 5 58 0
## 6 98 0
## 7 64 0
## 8 117 0
## 9 64 0
## 10 73 0
## 11 295 0
## 12 -3926 0
## 13 7 1
## 14 3 0
## 15 330 14
## 16 248 16
## 17 339 30
## 18 648 36
## 19 459 22
## 20 243 11
## 21 712 6
## 22 660 1
## 23 363 -5
## 24 238 -1
## 25 490 -1
## 26 458 0
## 27 189 12
## 28 58 0
## 29 657 3
## 30 75 5
## 31 50 0
## 32 29 0We see that we have 32 rows containing negative values.
we know that the data represent cases that occurred in the states, so none of them should be negative.
At the beginning we thought the negative values are incorrect and we should replace them to positive values, but after studding the reason for the negative values we understand that they represent over count.
We planed to do statistical calculation over the data, so a better choice would be to leave the negative values. Also we would want to present some insights about specific days, so it might be better to change the negative values to 0.
We decided to leave the negative values in the part that we do the statistical analysis and after change the values to 0.
Statistical analysis
We would want to do some statistical analysis over the data for a better understanding.
We will create a function that will help us with those calculations.
stats <- function(data){
mean_data <- mean(data, na.rm = T)
std_data <- sd(data ,na.rm = T)
med_data <- median(data, na.rm = T)
max_data <- max(data, na.rm = T)
data_insigts <- c(mean_data,std_data,med_data,max_data)
return (data_insigts)
}The function will calculate Mean, Std, Median and Max value for each vector.
Analysis for states cases data frame
We would want to calculate statistic analysis for the cases data frame.
We used the map_df function for making the code shorter.
#organize df for map function
Stats_Df <- Cases_States %>%
select(all_of(2:56))
#use stats function over all the data with map
Stats_Data <-map_df(Stats_Df, stats)
#Setting Estimate vector
Estimate <- c("Mean","Std","Median","Max")
#setting stats_data df
Stats_Data <- Stats_Data %>%
mutate("Estimate"= Estimate) %>%
relocate(Estimate)
Stats_Data## # A tibble: 4 x 56
## Estimate Alaska Arizona California Colorado Hawaii Idaho Montana New_Mexico
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 Mean 140. 1826. 7618. 1134. 72.5 399 232. 421.
## 2 Std 182. 2430. 10852. 1249. 66.5 448. 308. 554.
## 3 Median 67 750 3329 630 63 283 127 199
## 4 Max 922 17234 53711 6439 354 2298 1642 3665
## # ... with 47 more variables: Nevada <dbl>, Oregon <dbl>, Utah <dbl>,
## # Washington <dbl>, Wyoming <dbl>, Iowa <dbl>, Illinois <dbl>, Indiana <dbl>,
## # Kansas <dbl>, Michigan <dbl>, Minnesota <dbl>, Missouri <dbl>,
## # North_Dakota <dbl>, Nebraska <dbl>, Ohio <dbl>, Oklahoma <dbl>,
## # South_Dakota <dbl>, Wisconsin <dbl>, Alabama <dbl>, Arkansas <dbl>,
## # Florida <dbl>, Georgia <dbl>, Kentucky <dbl>, Louisiana <dbl>,
## # Mississippi <dbl>, North_Carolina <dbl>, South_Carolina <dbl>,
## # Tennessee <dbl>, Texas <dbl>, Virginia <dbl>, West_Virginia <dbl>,
## # Connecticut <dbl>, Washington_D.C <dbl>, Delaware <dbl>,
## # Massachusetts <dbl>, Maryland <dbl>, Maine <dbl>, New_Hampshire <dbl>,
## # New_Jersey <dbl>, New_York <dbl>, Pennsylvania <dbl>, Rhode_Island <dbl>,
## # Vermont <dbl>, Territories_Guam <dbl>,
## # Territories_Northern_Mariana_Islands <dbl>, Territories_Puerto_Rico <dbl>,
## # Territories_Virgin_Islands <dbl>With those calculations we can have some insights: Let’s see which state has the highest number of cases in a single day
colnames(Stats_Data)[apply(Stats_Data,1,which.max)][1]## [1] "California"Stats_Data %>%
summarise_if(is.numeric,max) %>%
max()## [1] 53711It might be because California population is very large.
But let’s not assume things before we check the proportion of it’s population compeare with other states
We can explore the average number of cases in each state.
We can understand in which states the corona was stable and in which wasn’t by the Std value - we have an assumption that in states with high std compared to the population count the corona affected the population in multiple waves.
We noticed that corona virus almost didnt affect the Northen Mariana Islands as the average number of cases per day is less then 1 and the maximum number of cases per day is 8.
We want to see the data from a different perspective, so we created a box plot representing the region data.
region_box_plot <- Region_Cases %>%
gather(key,value,-Date) %>%
ggplot(aes(x = reorder(key,value), y = value, fill = key)) +
geom_boxplot(notch = TRUE) +
scale_fill_manual(values=c("#66CC99", "#E69F00", "#56B4E9", "#293352","#CC6666")) +
labs(x = "Regions", y = "Value", title = "Box plot of total cases", subtitle = "Sum by each region and territory", fill = "Regions")
ggplotly(region_box_plot) %>%
layout(title = list(text = paste0('Box plot of total cases','<br>','<sup>','Summed by each region and territory','</sup>')))Graph explanation:
South region had the highest cases
Territories area had the Least number of cases - an assumption would be because they are islands and it was easier for them to not allow entry to their areas.
Median , q1 , q3 top and bottom cases per day.
Adding a Population data set
Because the number of confirmed cases differs between states, where one of the reasons is the size of the potential population to be infected.
We normalized the total number of confirmed cases by th state population in it.
Here is a link for the source of the data set “https://www.infoplease.com/us/states/state-population-by-rank”
We will now perform web-scraping in order to extract the table from the web
population_url <-"https://www.infoplease.com/us/states/state-population-by-rank"
paths_allowed(population_url)## [1] TRUENote: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
# Population_Df <- read_html(population_url)
# Population_Df <- Population_Df %>%
# html_nodes ('#A0922497 > tbody')%>%
# html_table()%>%
# as.data.frame()%>%
# mutate(Percent_of_Total= as.numeric(gsub("%", "", Percent.of.Total)),# replaced the percentages symbol %.
# State= gsub(" ", "_", State), "Size_Population"= as.numeric(gsub(",", "", July.2019.Estimate))) %>%
# select(Rank,State,Percent_of_Total,Size_Population)
# saveRDS(Population_Df, file = "data\\Population_Df.rds")We would like to have a quick look at the data we will use glimpse
Population_Df<- readRDS("data\\Population_Df.rds")
glimpse(Population_Df)## Rows: 52
## Columns: 4
## $ Rank <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16~
## $ State <chr> "California", "Texas", "Florida", "New_York", "Illino~
## $ Percent_of_Total <dbl> 11.91, 8.74, 6.47, 5.86, 3.86, 3.82, 3.52, 3.20, 3.16~
## $ Size_Population <dbl> 39512223, 28995881, 21477737, 19453561, 12671821, 128~We can see that we have:
State’s name column.
Rank column - this column is an indexing that organize the states by the size of population, where as the state with the highest population size, California, ranked by 1.
Percent of the state’s population compare to the total population in the US.
Population count for each state.
We will use the head function to see the data
head(Population_Df, n = 10)## Rank State Percent_of_Total Size_Population
## 1 1 California 11.91 39512223
## 2 2 Texas 8.74 28995881
## 3 3 Florida 6.47 21477737
## 4 4 New_York 5.86 19453561
## 5 5 Illinois 3.86 12671821
## 6 6 Pennsylvania 3.82 12801989
## 7 7 Ohio 3.52 11689100
## 8 8 Georgia 3.20 10617423
## 9 9 North_Carolina 3.16 10488084
## 10 10 Michigan 3.01 9986857Note: we added a function that scrapes the territories data from the internet by web scrapping, because we didn’t have it in the first population.
fetch_population <- function(selector){
Territories_pop_url <- 'https://www.nationsonline.org/oneworld/US-states-population.htm'
population <- read_html(Territories_pop_url)%>%
html_nodes (selector)%>%
html_text()
gsub(',','',population)%>%as.numeric()
}
Guam_selector <- 'body > div:nth-child(62) > div > div > div.ContCellPop'
Northern_Mariana_Islands_selector <- 'body > div:nth-child(63) > div > div > div.ContCellPop'
Puerto_Rico_selector <- 'body > div:nth-child(64) > div > div > div.ContCellPop'
Virgin_Islands_selector <- 'body > div:nth-child(65) > div > div > div.ContCellPop'
selectors <- c(Guam_selector,Northern_Mariana_Islands_selector,Puerto_Rico_selector,Virgin_Islands_selector)
get_population <- map_dbl(selectors,fetch_population)
Territor_pop_df <- tibble(
State = Territories,
Size_Population = get_population)
Territor_pop_df## # A tibble: 4 x 2
## State Size_Population
## <chr> <dbl>
## 1 Territories_Guam 168000
## 2 Territories_Northern_Mariana_Islands 51000
## 3 Territories_Puerto_Rico 3194000
## 4 Territories_Virgin_Islands 106000Pop_Df <- Population_Df %>%
select(State,Size_Population)
Pop_Df <- rbind(Pop_Df,Territor_pop_df)
Pop_Df## State Size_Population
## 1 California 39512223
## 2 Texas 28995881
## 3 Florida 21477737
## 4 New_York 19453561
## 5 Illinois 12671821
## 6 Pennsylvania 12801989
## 7 Ohio 11689100
## 8 Georgia 10617423
## 9 North_Carolina 10488084
## 10 Michigan 9986857
## 11 New_Jersey 8882190
## 12 Virginia 8535519
## 13 Washington 7614893
## 14 Arizona 7278717
## 15 Massachusetts 6949503
## 16 Tennessee 6833174
## 17 Indiana 6732219
## 18 Missouri 6137428
## 19 Maryland 6045680
## 20 Wisconsin 5822434
## 21 Colorado 5758736
## 22 Minnesota 5639632
## 23 South_Carolina 5148714
## 24 Alabama 4903185
## 25 Louisiana 4648794
## 26 Kentucky 4467673
## 27 Oregon 4217737
## 28 Oklahoma 3956971
## 29 Connecticut 3565287
## 30 Utah 3205958
## 31 Iowa 3155070
## 32 Nevada 3080156
## 33 Arkansas 3017825
## 34 Mississippi 2976149
## 35 Kansas 2913314
## 36 New_Mexico 2096829
## 37 Nebraska 1934408
## 38 West_Virginia 1792147
## 39 Idaho 1787065
## 40 Hawaii 1415872
## 41 New_Hampshire 1359711
## 42 Maine 1344212
## 43 Montana 1068778
## 44 Rhode_Island 1059361
## 45 Delaware 973764
## 46 South_Dakota 884659
## 47 North_Dakota 762062
## 48 Alaska 731545
## 49 DC 705749
## 50 Vermont 623989
## 51 Wyoming 578759
## 52 Total_U.S. 321418820
## 53 Territories_Guam 168000
## 54 Territories_Northern_Mariana_Islands 51000
## 55 Territories_Puerto_Rico 3194000
## 56 Territories_Virgin_Islands 106000We built another 2 function for creating normalized cases count.
Description of the functions :
append_factor - adding for each state or area another column representing region.
apply_norm - function for creating the normalized cases count.
append_factor<-function(df){
res<-as.vector(df$State)
for(i in 1:length(res)){
if (res[i] %in% West){res[i]="West"}
if (res[i] %in% Midwest){res[i]="Midwest"}
if (res[i] %in% South){res[i]="South"}
if (res[i] %in% Northeast){res[i]="Northeast"}
if (res[i] %in% Territories){res[i]="Territories"}
}
df<-df %>% mutate(Region=res)
return(df)
}
apply_norm <- function(df1,df2){
new_df<- df1 %>%
select_if(is.numeric) %>% map_df(sum) %>%
pivot_longer(cols = everything(),names_to = "State", values_to = "Count") %>%
left_join(df2, by = "State") %>%
mutate(Normed = round(Count/Size_Population,digits=3)) %>%
drop_na()
new_df<-append_factor(new_df)
return(new_df)
}
Normed_Cases <-apply_norm(Cases_States, Pop_Df)Note: While using the function we removed Washington DC. because it isn’t a state or territory.
Normed_Cases[which.max(Normed_Cases$Size_Population), ]## # A tibble: 1 x 5
## State Count Size_Population Normed Region
## <chr> <dbl> <dbl> <dbl> <chr>
## 1 California 3694498 39512223 0.094 West** Coming back to our understand that the amount of confirmed cases was the highest at US was at California, now we can be sure that in fact base on another data set that California has the maximum inhabitants at USA. **
Plots
Bar plot representing the cases normalized to population size by each region
We would plot the sum of cases in each state normalized by their population size and present them while we use the facet wrap function for separating for each region.
ggplot(data= Normed_Cases, aes(x =Normed , y = reorder(State,Normed) , fill = Region))+
geom_bar(stat = "identity", color = "black", position="stack") +
scale_x_continuous(labels=scales::percent) +
scale_fill_manual(values=c("#66CC99", "#E69F00", "#56B4E9","#CC6666", "#293352"))+
facet_wrap(~Region, ncol = 2,scales = "free") +
geom_vline(data=Normed_Cases, aes(xintercept=mean(Normed), color=Region),
color="red", size=0.8)+
labs(x = "Cases ratio", y = " ", title = "Bar plot of the cases ratio in each state", subtitle = "Divided to each region and normalized by population count", fill = "Region")
Graph explanation:
The states with the highest ratio of cases compared to population are:
Midwest region - North Dakota
Northeast region - Rhode Island
West region - Utah
South region - Tennessee
In most of the states more then 5% of the population was affected by the corona.
Compared to the other regions the Midwest region population was affected the most.
Hawaii is the state the was affected at the lowest level compared to all the states.
We added a red line representing the mean normalized cases count for an observation for which states are above or under the mean.
Exploration for total cases df
We would want to present a plot that shows the change by count of each column that represent total counting in the total df. We will create a line plot that represent the changes over time for the total count normalized by the total population count.
For start lets have a glimpse over the df and explain the columns that we have
glimpse(Total_Df)## Rows: 485
## Columns: 8
## $ Date <date> 2020-01-21, 2020-01-24, 2020-01-25, 2020-01-26, 2020-~
## $ Confirmed_Daily <dbl> 1, 1, 1, 2, 1, 1, 1, 3, 1, 0, 2, 0, 1, 0, 4, 5, 18, 15~
## $ Confirmed_Total <dbl> 1, 2, 3, 5, 6, 7, 8, 11, 12, 12, 14, 14, 15, 15, 19, 2~
## $ Deaths_Daily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 4, ~
## $ Deaths_Total <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 6, ~
## $ Recovered_Daily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 2, 1, 0, 0, 0, 1, 2, 0, ~
## $ Recovered_Total <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 5, 6, 6, 6, 6, 7, 9, 9, ~
## $ Active_Total <dbl> 1, 2, 3, 5, 6, 7, 8, 11, 12, 9, 9, 8, 9, 9, 13, 16, 31~Note: we explained the columns while we glimpsed cases df.
We would want to add the data frame some new variables that can help us in further calculations, We will add: total and daily ratio for death and recovery cases.
New_Total_Df <-Total_Df %>% filter(Confirmed_Daily>0) %>%
mutate(Total_Death_Ratio =Deaths_Total/Confirmed_Total,
Daily_Death_Ratio =Deaths_Daily/Confirmed_Daily,
Total_Recover_Ratio = Recovered_Total/Confirmed_Total,
Daily_Recover_Ratio = Recovered_Daily/Confirmed_Daily)
New_Total_Df ## Date Confirmed_Daily Confirmed_Total Deaths_Daily Deaths_Total
## 1 2020-01-21 1 1 0 0
## 2 2020-01-24 1 2 0 0
## 3 2020-01-25 1 3 0 0
## 4 2020-01-26 2 5 0 0
## 5 2020-01-30 1 6 0 0
## 6 2020-01-31 1 7 0 0
## 7 2020-02-01 1 8 0 0
## 8 2020-02-02 3 11 0 0
## 9 2020-02-05 1 12 0 0
## 10 2020-02-20 2 14 0 0
## 11 2020-02-26 1 15 0 0
## 12 2020-02-28 4 19 0 0
## 13 2020-02-29 5 24 1 1
## 14 2020-03-01 18 42 1 2
## 15 2020-03-02 15 57 4 6
## 16 2020-03-03 28 85 3 9
## 17 2020-03-04 26 111 2 11
## 18 2020-03-05 64 175 0 11
## 19 2020-03-06 77 252 3 14
## 20 2020-03-07 101 353 5 19
## 21 2020-03-08 144 497 2 21
## 22 2020-03-09 148 645 5 26
## 23 2020-03-10 291 936 5 31
## 24 2020-03-11 269 1205 6 37
## 25 2020-03-12 393 1598 4 41
## 26 2020-03-13 565 2163 8 49
## 27 2020-03-14 662 2825 7 56
## 28 2020-03-15 676 3501 6 62
## 29 2020-03-16 872 4373 14 76
## 30 2020-03-17 1291 5664 21 97
## 31 2020-03-18 2410 8074 26 123
## 32 2020-03-19 3948 12022 52 175
## 33 2020-03-20 5417 17439 55 230
## 34 2020-03-21 6271 23710 68 298
## 35 2020-03-22 8631 32341 110 408
## 36 2020-03-23 10410 42751 111 519
## 37 2020-03-24 9939 52690 162 681
## 38 2020-03-25 12226 64916 225 906
## 39 2020-03-26 17050 81966 253 1159
## 40 2020-03-27 19046 101012 433 1592
## 41 2020-03-28 20093 121105 447 2039
## 42 2020-03-29 19118 140223 392 2431
## 43 2020-03-30 20463 160686 555 2986
## 44 2020-03-31 25305 185991 821 3807
## 45 2020-04-01 26756 212747 940 4747
## 46 2020-04-02 28879 241626 1075 5822
## 47 2020-04-03 32525 274151 1185 7007
## 48 2020-04-04 33725 307876 1353 8360
## 49 2020-04-05 25717 333593 1175 9535
## 50 2020-04-06 29359 362952 1212 10747
## 51 2020-04-07 30512 393464 1927 12674
## 52 2020-04-08 32282 425746 1936 14610
## 53 2020-04-09 34243 459989 1856 16466
## 54 2020-04-10 33578 493567 2078 18544
## 55 2020-04-11 31869 525436 1899 20443
## 56 2020-04-12 28057 553493 1493 21936
## 57 2020-04-13 24685 578178 1462 23398
## 58 2020-04-14 25987 604165 2378 25776
## 59 2020-04-15 29465 633630 2438 28214
## 60 2020-04-16 32076 665706 2141 30355
## 61 2020-04-17 30915 696621 2080 32435
## 62 2020-04-18 28084 724705 1743 34178
## 63 2020-04-19 26013 750718 1634 35812
## 64 2020-04-20 25132 775850 1643 37455
## 65 2020-04-21 25178 801028 2624 40079
## 66 2020-04-22 29246 830274 2119 42198
## 67 2020-04-23 31277 861551 1840 44038
## 68 2020-04-24 35930 897481 2053 46091
## 69 2020-04-25 34782 932263 1825 47916
## 70 2020-04-26 26858 959121 1161 49077
## 71 2020-04-27 22042 981163 1237 50314
## 72 2020-04-28 24359 1005522 2204 52518
## 73 2020-04-29 25869 1031391 2536 55054
## 74 2020-04-30 29637 1061028 2083 57137
## 75 2020-05-01 32964 1093992 1794 58931
## 76 2020-05-02 30531 1124523 1668 60599
## 77 2020-05-03 25382 1149905 1117 61716
## 78 2020-05-04 21278 1171183 877 62593
## 79 2020-05-05 22226 1193409 2435 65028
## 80 2020-05-06 24805 1218214 2701 67729
## 81 2020-05-07 27514 1245728 1971 69700
## 82 2020-05-08 27095 1272823 1695 71395
## 83 2020-05-09 25537 1298360 1555 72950
## 84 2020-05-10 20687 1319047 945 73895
## 85 2020-05-11 17777 1336824 840 74735
## 86 2020-05-12 21436 1358260 1591 76326
## 87 2020-05-13 20481 1378741 1715 78041
## 88 2020-05-14 26742 1405483 1858 79899
## 89 2020-05-15 25335 1430818 1524 81423
## 90 2020-05-16 24482 1455300 1231 82654
## 91 2020-05-17 19692 1474992 785 83439
## 92 2020-05-18 21100 1496092 792 84231
## 93 2020-05-19 19658 1515750 1425 85656
## 94 2020-05-20 22344 1538094 1528 87184
## 95 2020-05-21 24942 1563036 1286 88470
## 96 2020-05-22 22209 1585245 1262 89732
## 97 2020-05-23 22695 1607940 1089 90821
## 98 2020-05-24 20243 1628183 646 91467
## 99 2020-05-25 18543 1646726 504 91971
## 100 2020-05-26 16653 1663379 634 92605
## 101 2020-05-27 18666 1682045 1379 93984
## 102 2020-05-28 22980 1705025 1216 95200
## 103 2020-05-29 23497 1728522 1175 96375
## 104 2020-05-30 23826 1752348 979 97354
## 105 2020-05-31 21686 1774034 605 97959
## 106 2020-06-01 16040 1790074 478 98437
## 107 2020-06-02 20039 1810113 1039 99476
## 108 2020-06-03 19679 1829792 1004 100480
## 109 2020-06-04 20975 1850767 909 101389
## 110 2020-06-05 23288 1874055 849 102238
## 111 2020-06-06 23381 1897436 725 102963
## 112 2020-06-07 18535 1915971 448 103411
## 113 2020-06-08 16301 1932272 491 103902
## 114 2020-06-09 17180 1949452 926 104828
## 115 2020-06-10 20246 1969698 861 105689
## 116 2020-06-11 17848 1987546 812 106501
## 117 2020-06-12 24422 2011968 758 107259
## 118 2020-06-13 25942 2037910 654 107913
## 119 2020-06-14 21141 2059051 345 108258
## 120 2020-06-15 18307 2077358 384 108642
## 121 2020-06-16 23048 2100406 739 109381
## 122 2020-06-17 23620 2124026 742 110123
## 123 2020-06-18 27082 2151108 694 110817
## 124 2020-06-19 30927 2182035 682 111499
## 125 2020-06-20 31963 2213998 550 112049
## 126 2020-06-21 28095 2242093 283 112332
## 127 2020-06-22 26558 2268651 292 112624
## 128 2020-06-23 33315 2301966 766 113390
## 129 2020-06-24 37945 2339911 688 114078
## 130 2020-06-25 38853 2378764 644 114722
## 131 2020-06-26 44726 2423490 598 115320
## 132 2020-06-27 43581 2467071 507 115827
## 133 2020-06-28 40691 2507762 250 116077
## 134 2020-06-29 36390 2544152 338 116415
## 135 2020-06-30 43865 2588017 613 117028
## 136 2020-07-01 52609 2640626 670 117698
## 137 2020-07-02 54869 2695495 671 118369
## 138 2020-07-03 57209 2752704 610 118979
## 139 2020-07-04 50693 2803397 273 119252
## 140 2020-07-05 42953 2846350 212 119464
## 141 2020-07-06 46733 2893083 234 119698
## 142 2020-07-07 51108 2944191 917 120615
## 143 2020-07-08 62459 3006650 813 121428
## 144 2020-07-09 57443 3064093 868 122296
## 145 2020-07-10 67021 3131114 855 123151
## 146 2020-07-11 62408 3193522 718 123869
## 147 2020-07-12 60964 3254486 477 124346
## 148 2020-07-13 57936 3312422 282 124628
## 149 2020-07-14 61834 3374256 785 125413
## 150 2020-07-15 65370 3439626 873 126286
## 151 2020-07-16 69984 3509610 924 127210
## 152 2020-07-17 76091 3585701 936 128146
## 153 2020-07-18 65389 3651090 879 129025
## 154 2020-07-19 63591 3714681 512 129537
## 155 2020-07-20 55896 3770577 390 129927
## 156 2020-07-21 63496 3834073 1039 130966
## 157 2020-07-22 68377 3902450 1103 132069
## 158 2020-07-23 70719 3973169 1082 133151
## 159 2020-07-24 74360 4047529 1150 134301
## 160 2020-07-25 65944 4113473 985 135286
## 161 2020-07-26 58631 4172104 552 135838
## 162 2020-07-27 54806 4226910 1079 136917
## 163 2020-07-28 58540 4285450 1144 138061
## 164 2020-07-29 63255 4348705 1449 139510
## 165 2020-07-30 68543 4417248 1231 140741
## 166 2020-07-31 66364 4483612 1323 142064
## 167 2020-08-01 60817 4544429 1207 143271
## 168 2020-08-02 53561 4597990 462 143733
## 169 2020-08-03 41963 4639953 505 144238
## 170 2020-08-04 51185 4691138 1265 145503
## 171 2020-08-05 51884 4743022 1328 146831
## 172 2020-08-06 53305 4796327 1248 148079
## 173 2020-08-07 60184 4856511 1287 149366
## 174 2020-08-08 55692 4912203 1109 150475
## 175 2020-08-09 48769 4960972 554 151029
## 176 2020-08-10 40171 5001143 432 151461
## 177 2020-08-11 54443 5055586 1334 152795
## 178 2020-08-12 55170 5110756 1486 154281
## 179 2020-08-13 51335 5162091 1149 155430
## 180 2020-08-14 55057 5217148 1234 156664
## 181 2020-08-15 55348 5272496 1190 157854
## 182 2020-08-16 42181 5314677 616 158470
## 183 2020-08-17 37240 5351917 400 158870
## 184 2020-08-18 39794 5391711 1205 160075
## 185 2020-08-19 43798 5435509 1369 161444
## 186 2020-08-20 43027 5478536 1122 162566
## 187 2020-08-21 49743 5528279 1113 163679
## 188 2020-08-22 46183 5574462 1013 164692
## 189 2020-08-23 36422 5610884 554 165246
## 190 2020-08-24 33618 5644502 348 165594
## 191 2020-08-25 36047 5680549 1136 166730
## 192 2020-08-26 42355 5722904 1260 167990
## 193 2020-08-27 43814 5766718 1118 169108
## 194 2020-08-28 45447 5812165 1009 170117
## 195 2020-08-29 44269 5856434 1007 171124
## 196 2020-08-30 36939 5893373 434 171558
## 197 2020-08-31 31658 5925031 399 171957
## 198 2020-09-01 41535 5966566 1021 172978
## 199 2020-09-02 37630 6004196 1016 173994
## 200 2020-09-03 42973 6047169 1066 175060
## 201 2020-09-04 50183 6097352 979 176039
## 202 2020-09-05 43725 6141077 903 176942
## 203 2020-09-06 33174 6174251 442 177384
## 204 2020-09-07 26850 6201101 224 177608
## 205 2020-09-08 22292 6223393 354 177962
## 206 2020-09-09 30011 6253404 1044 179006
## 207 2020-09-10 36080 6289484 1134 180140
## 208 2020-09-11 43811 6333295 1004 181144
## 209 2020-09-12 41534 6374829 808 181952
## 210 2020-09-13 33506 6408335 383 182335
## 211 2020-09-14 33252 6441587 397 182732
## 212 2020-09-15 34364 6475951 1027 183759
## 213 2020-09-16 39095 6515046 1007 184766
## 214 2020-09-17 42592 6557638 852 185618
## 215 2020-09-18 47136 6604774 902 186520
## 216 2020-09-19 43628 6648402 716 187236
## 217 2020-09-20 34586 6682988 311 187547
## 218 2020-09-21 39127 6722115 309 187856
## 219 2020-09-22 48206 6770321 826 188682
## 220 2020-09-23 37666 6807987 1140 189822
## 221 2020-09-24 42917 6850904 909 190731
## 222 2020-09-25 48567 6899471 883 191614
## 223 2020-09-26 45752 6945223 846 192460
## 224 2020-09-27 34892 6980115 301 192761
## 225 2020-09-28 33189 7013304 257 193018
## 226 2020-09-29 37368 7050672 745 193763
## 227 2020-09-30 43119 7093791 1017 194780
## 228 2020-10-01 43979 7137770 861 195641
## 229 2020-10-02 48249 7186019 820 196461
## 230 2020-10-03 48200 7234219 745 197206
## 231 2020-10-04 36845 7271064 363 197569
## 232 2020-10-05 37737 7308801 341 197910
## 233 2020-10-06 38752 7347553 626 198536
## 234 2020-10-07 46477 7394030 899 199435
## 235 2020-10-08 54043 7448073 950 200385
## 236 2020-10-09 56842 7504915 919 201304
## 237 2020-10-10 55615 7560530 643 201947
## 238 2020-10-11 43677 7604207 464 202411
## 239 2020-10-12 41828 7646035 283 202694
## 240 2020-10-13 46691 7692726 731 203425
## 241 2020-10-14 54696 7747422 848 204273
## 242 2020-10-15 61028 7808450 889 205162
## 243 2020-10-16 66485 7874935 863 206025
## 244 2020-10-17 56862 7931797 775 206800
## 245 2020-10-18 50144 7981941 404 207204
## 246 2020-10-19 54312 8036253 436 207640
## 247 2020-10-20 55934 8092187 827 208467
## 248 2020-10-21 59962 8152149 1131 209598
## 249 2020-10-22 69302 8221451 966 210564
## 250 2020-10-23 77057 8298508 908 211472
## 251 2020-10-24 78890 8377398 865 212337
## 252 2020-10-25 62285 8439683 366 212703
## 253 2020-10-26 62938 8502621 435 213138
## 254 2020-10-27 69652 8572273 906 214044
## 255 2020-10-28 75605 8647878 1008 215052
## 256 2020-10-29 86898 8734776 1034 216086
## 257 2020-10-30 89223 8823999 914 217000
## 258 2020-10-31 90807 8914806 905 217905
## 259 2020-11-01 72226 8987032 414 218319
## 260 2020-11-02 81650 9068682 460 218779
## 261 2020-11-03 85361 9154043 1090 219869
## 262 2020-11-04 100456 9254499 1075 220944
## 263 2020-11-05 113498 9367997 1132 222076
## 264 2020-11-06 131084 9499081 1160 223236
## 265 2020-11-07 128546 9627627 1045 224281
## 266 2020-11-08 102444 9730071 471 224752
## 267 2020-11-09 119825 9849896 600 225352
## 268 2020-11-10 128772 9978668 1366 226718
## 269 2020-11-11 139231 10117899 1462 228180
## 270 2020-11-12 149472 10267371 1115 229295
## 271 2020-11-13 166850 10434221 1227 230522
## 272 2020-11-14 159725 10593946 1281 231803
## 273 2020-11-15 138231 10732177 661 232464
## 274 2020-11-16 148947 10881124 656 233120
## 275 2020-11-17 154500 11035624 1510 234630
## 276 2020-11-18 157005 11192629 1756 236386
## 277 2020-11-19 178160 11370789 1956 238342
## 278 2020-11-20 187600 11558389 1809 240151
## 279 2020-11-21 170981 11729370 1406 241557
## 280 2020-11-22 143863 11873233 883 242440
## 281 2020-11-23 157518 12030751 915 243355
## 282 2020-11-24 158322 12189073 2019 245374
## 283 2020-11-25 178040 12367113 2165 247539
## 284 2020-11-26 118289 12485402 1257 248796
## 285 2020-11-27 194300 12679702 1316 250112
## 286 2020-11-28 147831 12827533 1156 251268
## 287 2020-11-29 129897 12957430 817 252085
## 288 2020-11-30 148440 13105870 1107 253192
## 289 2020-12-01 169319 13275189 2388 255580
## 290 2020-12-02 190410 13465599 2662 258242
## 291 2020-12-03 201605 13667204 2647 260889
## 292 2020-12-04 215957 13883161 2436 263325
## 293 2020-12-05 204126 14087287 2275 265600
## 294 2020-12-06 170846 14258133 1080 266680
## 295 2020-12-07 185999 14444132 1331 268011
## 296 2020-12-08 192941 14637073 2617 270628
## 297 2020-12-09 200163 14837236 3043 273671
## 298 2020-12-10 206805 15044041 2787 276458
## 299 2020-12-11 221389 15265430 2806 279264
## 300 2020-12-12 210495 15475925 2326 281590
## 301 2020-12-13 177266 15653191 1410 283000
## 302 2020-12-14 190792 15843983 1408 284408
## 303 2020-12-15 178336 16022319 2824 287232
## 304 2020-12-16 217049 16239368 3331 290563
## 305 2020-12-17 215435 16454803 3304 293867
## 306 2020-12-18 226197 16681000 2681 296548
## 307 2020-12-19 192923 16873923 2644 299192
## 308 2020-12-20 179717 17053640 1508 300700
## 309 2020-12-21 177696 17231336 1486 302186
## 310 2020-12-22 174220 17405556 3037 305223
## 311 2020-12-23 206596 17612152 3251 308474
## 312 2020-12-24 190985 17803137 2790 311264
## 313 2020-12-25 125903 17929040 1397 312661
## 314 2020-12-26 176189 18105229 1356 314017
## 315 2020-12-27 143519 18248748 1330 315347
## 316 2020-12-28 161248 18409996 1509 316856
## 317 2020-12-29 178188 18588184 3268 320124
## 318 2020-12-30 206176 18794360 3572 323696
## 319 2020-12-31 211433 19005793 3171 326867
## 320 2021-01-01 174071 19179864 2444 329311
## 321 2021-01-02 258867 19438731 2252 331563
## 322 2021-01-03 207306 19646037 1370 332933
## 323 2021-01-04 165938 19811975 1608 334541
## 324 2021-01-05 202188 20014163 3424 337965
## 325 2021-01-06 225048 20239211 3670 341635
## 326 2021-01-07 250394 20489605 3916 345551
## 327 2021-01-08 274627 20764232 3555 349106
## 328 2021-01-09 247540 21011772 3437 352543
## 329 2021-01-10 210847 21222619 2004 354547
## 330 2021-01-11 194432 21417051 1706 356253
## 331 2021-01-12 196879 21613930 4013 360266
## 332 2021-01-13 203885 21817815 3824 364090
## 333 2021-01-14 203456 22021271 3690 367780
## 334 2021-01-15 225921 22247192 3531 371311
## 335 2021-01-16 198325 22445517 3555 374866
## 336 2021-01-17 179062 22624579 1916 376782
## 337 2021-01-18 138178 22762757 1345 378127
## 338 2021-01-19 139065 22901822 2095 380222
## 339 2021-01-20 168347 23070169 4137 384359
## 340 2021-01-21 168478 23238647 3865 388224
## 341 2021-01-22 175347 23413994 3787 392011
## 342 2021-01-23 159728 23573722 3321 395332
## 343 2021-01-24 130885 23704607 1910 397242
## 344 2021-01-25 130142 23834749 1612 398854
## 345 2021-01-26 129487 23964236 3547 402401
## 346 2021-01-27 134837 24099073 3907 406308
## 347 2021-01-28 140584 24239657 3759 410067
## 348 2021-01-29 145089 24384746 3304 413371
## 349 2021-01-30 134828 24519574 2823 416194
## 350 2021-01-31 107473 24627047 1949 418143
## 351 2021-02-01 115393 24742440 1549 419692
## 352 2021-02-02 102288 24844728 3275 422967
## 353 2021-02-03 97157 24941885 3477 426444
## 354 2021-02-04 107383 25049268 4955 431399
## 355 2021-02-05 115891 25165159 3399 434798
## 356 2021-02-06 100225 25265384 2817 437615
## 357 2021-02-07 86728 25352112 1396 439011
## 358 2021-02-08 77612 25429724 1283 440294
## 359 2021-02-09 79507 25509231 2766 443060
## 360 2021-02-10 83019 25592250 3152 446212
## 361 2021-02-11 90490 25682740 3735 449947
## 362 2021-02-12 88881 25771621 5369 455316
## 363 2021-02-13 80053 25851674 3296 458612
## 364 2021-02-14 64291 25915965 1282 459894
## 365 2021-02-15 51851 25967816 1073 460967
## 366 2021-02-16 52345 26020161 1298 462265
## 367 2021-02-17 56986 26077147 2256 464521
## 368 2021-02-18 57907 26135054 2530 467051
## 369 2021-02-19 66087 26201141 2333 469384
## 370 2021-02-20 62612 26263753 1968 471352
## 371 2021-02-21 50719 26314472 1240 472592
## 372 2021-02-22 50453 26364925 1278 473870
## 373 2021-02-23 56513 26421438 2165 476035
## 374 2021-02-24 62967 26484405 2321 478356
## 375 2021-02-25 66660 26551065 3027 481383
## 376 2021-02-26 65380 26616445 2024 483407
## 377 2021-02-27 61810 26678255 1744 485151
## 378 2021-02-28 48416 26726671 1073 486224
## 379 2021-03-01 46496 26773167 1208 487432
## 380 2021-03-02 45649 26818816 1662 489094
## 381 2021-03-03 57834 26876650 2271 491365
## 382 2021-03-04 56827 26933477 1680 493045
## 383 2021-03-05 60599 26994076 2089 495134
## 384 2021-03-06 53251 27047327 1553 496687
## 385 2021-03-07 37626 27084953 749 497436
## 386 2021-03-08 38585 27123538 562 497998
## 387 2021-03-09 46090 27169628 1623 499621
## 388 2021-03-10 53130 27222758 1385 501006
## 389 2021-03-11 53128 27275886 1477 502483
## 390 2021-03-12 59436 27335322 1626 504109
## 391 2021-03-13 46410 27381732 746 504855
## 392 2021-03-14 34840 27416572 509 505364
## 393 2021-03-15 44275 27460847 649 506013
## 394 2021-03-16 44619 27505466 1040 507053
## 395 2021-03-17 53020 27558486 1089 508142
## 396 2021-03-18 55038 27613524 1494 509636
## 397 2021-03-19 57106 27670630 1374 511010
## 398 2021-03-20 49936 27720566 735 511745
## 399 2021-03-21 36132 27756698 438 512183
## 400 2021-03-22 46947 27803645 863 513046
## 401 2021-03-23 47664 27851309 800 513846
## 402 2021-03-24 56242 27907551 1281 515127
## 403 2021-03-25 57866 27965417 1236 516363
## 404 2021-03-26 64723 28030140 1252 517615
## 405 2021-03-27 54998 28085138 798 518413
## 406 2021-03-28 43104 28128242 531 518944
## 407 2021-03-29 58606 28186848 511 519455
## 408 2021-03-30 53634 28240482 843 520298
## 409 2021-03-31 60026 28300508 1090 521388
## 410 2021-04-01 67270 28367778 877 522265
## 411 2021-04-02 61895 28429673 923 523188
## 412 2021-04-03 60216 28489889 768 523956
## 413 2021-04-04 36188 28526077 294 524250
## 414 2021-04-05 61995 28588072 383 524633
## 415 2021-04-06 53403 28641475 799 525432
## 416 2021-04-07 66295 28707770 2510 527942
## 417 2021-04-08 70347 28778117 943 528885
## 418 2021-04-09 72398 28850515 874 529759
## 419 2021-04-10 62082 28912597 767 530526
## 420 2021-04-11 44448 28957045 292 530818
## 421 2021-04-12 57890 29014935 393 531211
## 422 2021-04-13 66235 29081170 865 532076
## 423 2021-04-14 64685 29145855 771 532847
## 424 2021-04-15 64166 29210021 893 533740
## 425 2021-04-16 70917 29280938 859 534599
## 426 2021-04-17 58417 29339355 695 535294
## 427 2021-04-18 40941 29380296 345 535639
## 428 2021-04-19 57364 29437660 432 536071
## 429 2021-04-20 49952 29487612 785 536856
## 430 2021-04-21 55847 29543459 818 537674
## 431 2021-04-22 58774 29602233 829 538503
## 432 2021-04-23 56626 29658859 813 539316
## 433 2021-04-24 47774 29706633 693 540009
## 434 2021-04-25 31238 29737871 297 540306
## 435 2021-04-26 38880 29776751 414 540720
## 436 2021-04-27 43079 29819830 608 541328
## 437 2021-04-28 48254 29868084 886 542214
## 438 2021-04-29 50962 29919046 779 542993
## 439 2021-04-30 51006 29970052 815 543808
## 440 2021-05-01 43156 30013208 720 544528
## 441 2021-05-02 27643 30040851 361 544889
## 442 2021-05-03 40971 30081822 387 545276
## 443 2021-05-04 36877 30118699 801 546077
## 444 2021-05-05 38227 30156926 759 546836
## 445 2021-05-06 39575 30196501 734 547570
## 446 2021-05-07 42587 30239088 816 548386
## 447 2021-05-08 31853 30270941 680 549066
## 448 2021-05-09 21133 30292074 266 549332
## 449 2021-05-10 30478 30322552 320 549652
## 450 2021-05-11 29570 30352122 645 550297
## 451 2021-05-12 30260 30382382 734 551031
## 452 2021-05-13 33607 30415989 666 551697
## 453 2021-05-14 34670 30450659 705 552402
## 454 2021-05-15 26815 30477474 489 552891
## 455 2021-05-16 15829 30493303 313 553204
## 456 2021-05-17 23774 30517077 348 553552
## 457 2021-05-18 23623 30540700 813 554365
## 458 2021-05-19 25421 30566121 598 554963
## 459 2021-05-20 25465 30591586 619 555582
## 460 2021-05-21 25259 30616845 684 556266
## 461 2021-05-22 18269 30635114 478 556744
## 462 2021-05-23 13554 30648668 194 556938
## 463 2021-05-24 20047 30668715 342 557280
## 464 2021-05-25 19947 30688662 655 557935
## 465 2021-05-26 20765 30709427 927 558862
## 466 2021-05-27 20180 30729607 1146 560008
## 467 2021-05-28 22781 30752388 716 560724
## 468 2021-05-29 11370 30763758 282 561006
## 469 2021-05-30 7477 30771235 129 561135
## 470 2021-05-31 4954 30776189 130 561265
## 471 2021-06-01 19211 30795400 554 561819
## 472 2021-06-02 13844 30809244 559 562378
## 473 2021-06-03 15412 30824656 548 562926
## 474 2021-06-04 17988 30842644 554 563480
## 475 2021-06-05 10439 30853083 398 563878
## 476 2021-06-06 6009 30859092 343 564221
## 477 2021-06-07 12447 30871539 263 564484
## 478 2021-06-08 12126 30883665 368 564852
## 479 2021-06-09 14362 30898027 424 565276
## 480 2021-06-10 7517 30905544 383 565659
## 481 2021-06-11 23662 30929206 738 566397
## Recovered_Daily Recovered_Total Active_Total Total_Death_Ratio
## 1 0 0 1 0.00000000
## 2 0 0 2 0.00000000
## 3 0 0 3 0.00000000
## 4 0 0 5 0.00000000
## 5 0 0 6 0.00000000
## 6 0 0 7 0.00000000
## 7 0 0 8 0.00000000
## 8 0 0 11 0.00000000
## 9 0 0 12 0.00000000
## 10 2 5 9 0.00000000
## 11 0 6 9 0.00000000
## 12 0 6 13 0.00000000
## 13 1 7 16 0.04166667
## 14 2 9 31 0.04761905
## 15 0 9 42 0.10526316
## 16 0 9 67 0.10588235
## 17 0 9 91 0.09909910
## 18 0 9 155 0.06285714
## 19 6 15 223 0.05555556
## 20 0 15 319 0.05382436
## 21 0 15 461 0.04225352
## 22 0 15 604 0.04031008
## 23 0 15 890 0.03311966
## 24 0 15 1153 0.03070539
## 25 0 15 1542 0.02565707
## 26 1 16 2098 0.02265372
## 27 33 49 2720 0.01982301
## 28 11 60 3379 0.01770923
## 29 15 75 4222 0.01737937
## 30 32 107 5460 0.01712571
## 31 0 107 7844 0.01523408
## 32 2 109 11738 0.01455665
## 33 38 147 17062 0.01318883
## 34 24 171 22941 0.01256854
## 35 7 178 31755 0.01261557
## 36 118 296 41936 0.01214007
## 37 83 379 51630 0.01292465
## 38 15 394 63616 0.01395650
## 39 1470 1864 78943 0.01414001
## 40 601 2465 96955 0.01576050
## 41 766 3231 115835 0.01683663
## 42 1328 4559 133233 0.01733667
## 43 947 5506 152194 0.01858283
## 44 1745 7251 174933 0.02046873
## 45 1627 8878 199122 0.02231289
## 46 1525 10403 225401 0.02409509
## 47 1880 12283 254861 0.02555891
## 48 2542 14825 284691 0.02715379
## 49 3152 17977 306081 0.02858273
## 50 1596 19573 332632 0.02960998
## 51 2101 21674 359116 0.03221133
## 52 1217 22891 388245 0.03431624
## 53 3037 25928 417595 0.03579651
## 54 1386 27314 447709 0.03757139
## 55 3139 30453 474540 0.03890674
## 56 2181 32634 498923 0.03963194
## 57 4314 36948 517832 0.04046851
## 58 1872 38820 539569 0.04266384
## 59 9888 48708 556708 0.04452756
## 60 9046 57754 577597 0.04559821
## 61 2756 60510 603676 0.04656047
## 62 7775 68285 622242 0.04716126
## 63 2727 71012 643894 0.04770367
## 64 1377 72389 666006 0.04827608
## 65 10534 82923 715481 0.05003446
## 66 1127 84050 704026 0.05082419
## 67 1872 85922 731591 0.05111479
## 68 24510 110432 740958 0.05135596
## 69 7730 118162 766185 0.05139751
## 70 619 118781 791263 0.05116873
## 71 20209 138990 791859 0.05127996
## 72 3248 142238 810766 0.05222959
## 73 5173 147411 828926 0.05337840
## 74 8326 155737 848154 0.05385061
## 75 5826 161563 873498 0.05386785
## 76 12162 173725 890199 0.05388863
## 77 4538 178263 909926 0.05367052
## 78 9805 188068 920522 0.05344425
## 79 12560 200628 920522 0.05448928
## 80 12456 213084 937401 0.05559696
## 81 4166 217250 958778 0.05595122
## 82 6353 223603 977825 0.05609185
## 83 14475 238078 987332 0.05618627
## 84 18258 256336 988816 0.05602151
## 85 5889 262225 999864 0.05590489
## 86 34521 296746 985188 0.05619395
## 87 13513 310259 990441 0.05660309
## 88 7768 318027 1007557 0.05684807
## 89 8215 326242 1023153 0.05690661
## 90 12990 339232 1033414 0.05679516
## 91 7157 346389 1045164 0.05656912
## 92 9994 356383 1055478 0.05630068
## 93 4797 361180 1068914 0.05651064
## 94 8896 370076 1080834 0.05668314
## 95 12093 382169 1092397 0.05660138
## 96 21032 403201 1092312 0.05660450
## 97 43713 446914 1070205 0.05648283
## 98 4788 451702 1085014 0.05617735
## 99 12968 464670 1090085 0.05585082
## 100 15299 479969 1090805 0.05567282
## 101 10161 490130 1097931 0.05587484
## 102 8595 498725 1111100 0.05583496
## 103 20844 519569 1112578 0.05575573
## 104 15669 535238 1119756 0.05555632
## 105 64629 599867 1076208 0.05521822
## 106 15549 615416 1076221 0.05499046
## 107 30558 645974 1064663 0.05495569
## 108 42696 688670 1040642 0.05491335
## 109 23582 712252 1037126 0.05478215
## 110 26394 738646 1033171 0.05455443
## 111 13248 751894 1042579 0.05426428
## 112 9814 761708 1050852 0.05397316
## 113 11772 773480 1054890 0.05377193
## 114 15382 788862 1055762 0.05377306
## 115 19632 808494 1055515 0.05365746
## 116 7592 816086 1064959 0.05358417
## 117 25848 841934 1062775 0.05331049
## 118 12172 854106 1075891 0.05295278
## 119 15944 870050 1080743 0.05257665
## 120 19816 889866 1078850 0.05229816
## 121 13175 903041 1087984 0.05207612
## 122 15755 918796 1095107 0.05184635
## 123 12198 930994 1109297 0.05151624
## 124 25067 956061 1114475 0.05109863
## 125 16880 972941 1129008 0.05060935
## 126 7414 980355 1149406 0.05010140
## 127 22574 1002929 1153908 0.04964360
## 128 17474 1020403 1168173 0.04925790
## 129 20202 1040605 1185228 0.04875314
## 130 11688 1052293 1211749 0.04822757
## 131 16410 1068703 1239467 0.04758427
## 132 12734 1081437 1269807 0.04694920
## 133 12019 1093456 1298229 0.04628709
## 134 23721 1117177 1310560 0.04575788
## 135 26157 1143334 1327655 0.04521918
## 136 21346 1164680 1358248 0.04457201
## 137 26411 1191091 1386035 0.04391364
## 138 44397 1235488 1398237 0.04322259
## 139 24917 1260405 1423740 0.04253839
## 140 29159 1289564 1437322 0.04197095
## 141 35383 1324947 1448438 0.04137386
## 142 29916 1354863 1468713 0.04096711
## 143 37816 1392679 1492543 0.04038648
## 144 33749 1426428 1515369 0.03991263
## 145 34067 1460495 1547468 0.03933137
## 146 29951 1490446 1579207 0.03878758
## 147 26638 1517084 1613056 0.03820757
## 148 32385 1549469 1638325 0.03762443
## 149 50726 1600195 1648648 0.03716760
## 150 45767 1645962 1667378 0.03671504
## 151 33671 1679633 1702767 0.03624619
## 152 61600 1741233 1716322 0.03573806
## 153 33986 1775219 1746846 0.03533876
## 154 27119 1802338 1782806 0.03487164
## 155 47651 1849989 1790661 0.03445812
## 156 36594 1886583 1816524 0.03415845
## 157 56054 1942637 1827744 0.03384259
## 158 36980 1979617 1860401 0.03351254
## 159 48457 2028074 1885154 0.03318099
## 160 33618 2061692 1916495 0.03288851
## 161 28437 2090129 1946137 0.03255863
## 162 46474 2136603 1953390 0.03239175
## 163 49291 2185894 1961495 0.03221622
## 164 59150 2245044 1964151 0.03208081
## 165 39921 2284965 1991542 0.03186169
## 166 42607 2327572 2013976 0.03168517
## 167 35331 2362903 2038255 0.03152673
## 168 17314 2380217 2074040 0.03125996
## 169 66581 2446798 2048917 0.03108609
## 170 34882 2481680 2063955 0.03101657
## 171 58457 2540137 2056054 0.03095727
## 172 36531 2576668 2071580 0.03087342
## 173 40299 2616967 2090178 0.03075582
## 174 21503 2638470 2123258 0.03063290
## 175 26231 2664701 2145242 0.03044343
## 176 51233 2715934 2133748 0.03028528
## 177 39414 2755348 2147443 0.03022300
## 178 57255 2812603 2143872 0.03018751
## 179 30601 2843204 2163457 0.03010989
## 180 31943 2875147 2185337 0.03002867
## 181 25041 2900188 2214454 0.02993914
## 182 22536 2922724 2233483 0.02981743
## 183 50863 2973587 2219460 0.02968469
## 184 37511 3011098 2220538 0.02968909
## 185 51233 3062331 2211734 0.02970173
## 186 33579 3095910 2220060 0.02967326
## 187 31508 3127418 2237182 0.02960759
## 188 20662 3148080 2261690 0.02954402
## 189 18983 3167063 2278575 0.02945097
## 190 50918 3217981 2260927 0.02933722
## 191 36301 3254282 2259537 0.02935104
## 192 59579 3313861 2241053 0.02935398
## 193 34079 3347940 2249670 0.02932483
## 194 27898 3375838 2266210 0.02926913
## 195 32961 3408799 2276511 0.02921983
## 196 16928 3425727 2296088 0.02911032
## 197 30536 3456263 2296811 0.02902213
## 198 40650 3496913 2296675 0.02899122
## 199 50119 3547032 2283170 0.02897873
## 200 48957 3595989 2276120 0.02894908
## 201 80580 3676569 2244744 0.02887139
## 202 30431 3707000 2257135 0.02881286
## 203 18970 3725970 2270897 0.02872964
## 204 32659 3758629 2264864 0.02864137
## 205 38131 3796760 2248671 0.02859566
## 206 49335 3846095 2228303 0.02862537
## 207 33865 3879960 2229384 0.02864146
## 208 38002 3917962 2234189 0.02860186
## 209 32392 3950354 2242523 0.02854226
## 210 24595 3974949 2251051 0.02845279
## 211 52877 4027826 2231029 0.02836754
## 212 40260 4068086 2224106 0.02837560
## 213 51072 4119158 2211122 0.02835989
## 214 35881 4155039 2216981 0.02830562
## 215 36855 4191894 2226360 0.02824018
## 216 31799 4223693 2237473 0.02816256
## 217 26447 4250140 2245301 0.02806335
## 218 49385 4299525 2234734 0.02794597
## 219 46585 4346110 2235529 0.02786899
## 220 52797 4398907 2219258 0.02788225
## 221 38668 4437575 2222598 0.02784027
## 222 43144 4480719 2227138 0.02777227
## 223 43389 4524108 2228655 0.02771113
## 224 36348 4560456 2226898 0.02761573
## 225 49180 4609636 2211171 0.02752169
## 226 39047 4648683 2208226 0.02748149
## 227 51023 4699706 2199300 0.02745781
## 228 36915 4736621 2205505 0.02740926
## 229 40203 4776824 2212734 0.02733934
## 230 41685 4818509 2218504 0.02726016
## 231 30529 4849038 2224457 0.02717195
## 232 46040 4895078 2215813 0.02707831
## 233 40467 4935545 2213472 0.02702070
## 234 47835 4983380 2211215 0.02697244
## 235 41813 5025193 2222495 0.02690427
## 236 39107 5064300 2239311 0.02682296
## 237 25542 5089842 2268741 0.02671069
## 238 38320 5128162 2273634 0.02661829
## 239 56453 5184615 2258726 0.02650969
## 240 41812 5226427 2263033 0.02644381
## 241 52326 5278753 2264397 0.02636658
## 242 41386 5320139 2283148 0.02627436
## 243 75262 5395401 2273509 0.02616212
## 244 36791 5432192 2292799 0.02607228
## 245 25492 5457684 2317053 0.02595910
## 246 45584 5503268 2325345 0.02583791
## 247 42351 5545619 2338101 0.02576152
## 248 56497 5602116 2340435 0.02571077
## 249 53185 5655301 2355586 0.02561154
## 250 42860 5698161 2388875 0.02548314
## 251 43450 5741611 2423448 0.02534641
## 252 30887 5772498 2454482 0.02520272
## 253 61326 5833824 2455659 0.02506733
## 254 44140 5877964 2480265 0.02496934
## 255 55248 5933212 2499614 0.02486760
## 256 50133 5983345 2535345 0.02473859
## 257 41167 6024512 2582487 0.02459202
## 258 37926 6062438 2634463 0.02444304
## 259 41167 6103605 2665108 0.02429267
## 260 67797 6171402 2678501 0.02412467
## 261 64768 6236170 2698004 0.02401879
## 262 55849 6292019 2741536 0.02387423
## 263 48453 6340472 2805449 0.02370581
## 264 50736 6391208 2884637 0.02350080
## 265 50536 6441744 2961602 0.02329556
## 266 41676 6483420 3021899 0.02309870
## 267 69190 6552610 3071934 0.02287862
## 268 48721 6601331 3150619 0.02272027
## 269 47348 6648679 3241040 0.02255211
## 270 79441 6728120 3309956 0.02233240
## 271 61026 6789146 3414553 0.02209288
## 272 101885 6891031 3471112 0.02188070
## 273 46205 6937236 3562477 0.02166047
## 274 82068 7019304 3628700 0.02142426
## 275 68492 7087796 3713198 0.02126114
## 276 79200 7166996 3789247 0.02111979
## 277 76492 7243488 3888959 0.02096090
## 278 72835 7316323 4001915 0.02077720
## 279 87524 7403847 4083966 0.02059420
## 280 48693 7452540 4178253 0.02041904
## 281 96400 7548940 4238456 0.02022775
## 282 87744 7636684 4305256 0.02013065
## 283 168596 7805280 4314279 0.02001591
## 284 41592 7846872 4389717 0.01992695
## 285 98710 7945582 4483991 0.01972538
## 286 95657 8041239 4535026 0.01958818
## 287 65964 8107203 4598142 0.01945486
## 288 115676 8222879 4629799 0.01931898
## 289 110139 8333018 4686591 0.01925246
## 290 129329 8462347 4745010 0.01917791
## 291 99080 8561427 4844888 0.01908869
## 292 97455 8658882 4960954 0.01896722
## 293 128856 8787738 5033949 0.01885388
## 294 67855 8855593 5135860 0.01870371
## 295 126653 8982246 5193875 0.01855501
## 296 104823 9087069 5279376 0.01848922
## 297 139342 9226411 5337154 0.01844488
## 298 104454 9330865 5436718 0.01837658
## 299 176554 9507419 5478747 0.01829388
## 300 136906 9644325 5549994 0.01819536
## 301 80114 9724439 5645752 0.01807938
## 302 147224 9871663 5687912 0.01795054
## 303 136190 10007853 5727212 0.01792699
## 304 162882 10170735 5778070 0.01789251
## 305 120322 10291057 5869879 0.01785904
## 306 103229 10394286 5990166 0.01777759
## 307 151159 10545445 6029286 0.01773103
## 308 76637 10622082 6130858 0.01763260
## 309 180414 10802496 6126654 0.01753700
## 310 142601 10945097 6155236 0.01753595
## 311 156769 11101866 6201812 0.01751484
## 312 117257 11219123 6272750 0.01748366
## 313 38588 11257711 6358668 0.01743880
## 314 152790 11410501 6380711 0.01734399
## 315 85374 11495875 6437526 0.01728047
## 316 200852 11696727 6396413 0.01721108
## 317 147745 11844472 6423588 0.01722191
## 318 154322 11998794 6471870 0.01722304
## 319 127012 12125806 6553120 0.01719828
## 320 50035 12175841 6674712 0.01716962
## 321 185546 12361387 6745781 0.01705682
## 322 75571 12436958 6876146 0.01694657
## 323 299554 12736512 6740922 0.01688580
## 324 125704 12862216 6813982 0.01688629
## 325 161926 13024142 6873434 0.01687986
## 326 119175 13143317 7000737 0.01686470
## 327 116632 13259949 7155177 0.01681285
## 328 133129 13393078 7266151 0.01677836
## 329 90412 13483490 7384582 0.01670609
## 330 196971 13680461 7380337 0.01663408
## 331 135567 13816028 7437622 0.01666823
## 332 159008 13975036 7478637 0.01668774
## 333 137083 14112119 7541296 0.01670113
## 334 116850 14228969 7646826 0.01669024
## 335 114675 14343644 7727007 0.01670115
## 336 84707 14428351 7819446 0.01665366
## 337 123334 14551685 7832945 0.01661165
## 338 235167 14786852 7734748 0.01660226
## 339 181864 14968716 7717094 0.01666043
## 340 132275 15100991 7749432 0.01670596
## 341 121728 15222719 7799264 0.01674259
## 342 108230 15330949 7847441 0.01677003
## 343 78690 15409639 7897726 0.01675801
## 344 207721 15617360 7818535 0.01673414
## 345 150053 15767413 7794422 0.01679173
## 346 175344 15942757 7750008 0.01685990
## 347 127370 16070127 7759463 0.01691719
## 348 129445 16199572 7771794 0.01695203
## 349 129378 16328950 7774407 0.01697395
## 350 74893 16403843 7805061 0.01697901
## 351 225687 16629530 7693218 0.01696243
## 352 120892 16750422 7671339 0.01702442
## 353 156356 16906778 7608663 0.01709750
## 354 124851 17031629 7586240 0.01722202
## 355 114540 17146169 7584192 0.01727778
## 356 122348 17268517 7559252 0.01732073
## 357 85871 17354388 7558713 0.01731655
## 358 158196 17512584 7476846 0.01731415
## 359 126633 17639217 7426954 0.01736861
## 360 188106 17827323 7318715 0.01743543
## 361 103496 17930819 7301974 0.01751943
## 362 109493 18040312 7275993 0.01766734
## 363 112814 18153126 7239936 0.01774013
## 364 71162 18224288 7231783 0.01774559
## 365 132337 18356625 7150224 0.01775147
## 366 122793 18479418 7078478 0.01776565
## 367 117079 18596497 7016129 0.01781334
## 368 106924 18703421 6964582 0.01787067
## 369 100302 18803723 6928034 0.01791464
## 370 95549 18899272 6893129 0.01794686
## 371 73918 18973190 6868690 0.01795940
## 372 140950 19114140 6776915 0.01797350
## 373 98377 19212517 6732886 0.01801700
## 374 127812 19340329 6665720 0.01806180
## 375 95124 19435453 6634229 0.01813046
## 376 98615 19534068 6598970 0.01816197
## 377 98455 19632523 6560581 0.01818526
## 378 61783 19694306 6546141 0.01819246
## 379 123226 19817532 6468203 0.01820599
## 380 87790 19905322 6424400 0.01823697
## 381 98003 20003325 6381960 0.01828223
## 382 90117 20093442 6346990 0.01830603
## 383 89887 20183329 6315613 0.01834232
## 384 90586 20273915 6276725 0.01836363
## 385 62741 20336656 6250861 0.01836577
## 386 112978 20449634 6175906 0.01836036
## 387 100044 20549678 6120329 0.01838895
## 388 90592 20640270 6081482 0.01840394
## 389 157028 20797298 5976105 0.01842224
## 390 1233922 22031220 4799993 0.01844167
## 391 77376 22108596 4768281 0.01843766
## 392 60641 22169237 4741971 0.01843279
## 393 117314 22286551 4668283 0.01842671
## 394 53838 22340389 4658024 0.01843463
## 395 106886 22447275 4603069 0.01843868
## 396 76524 22523799 4580089 0.01845603
## 397 86526 22610325 4549295 0.01846760
## 398 73292 22683617 4525204 0.01846084
## 399 70635 22754252 4490263 0.01845259
## 400 91751 22846003 4444596 0.01845247
## 401 193582 23039585 4297878 0.01844962
## 402 93294 23132879 4259545 0.01845834
## 403 63330 23196209 4252845 0.01846434
## 404 79059 23275268 4237257 0.01846637
## 405 73236 23348504 4218221 0.01845862
## 406 62380 23410884 4198414 0.01844922
## 407 98336 23509220 4158173 0.01842899
## 408 77576 23586796 4133388 0.01842384
## 409 86666 23673462 4105658 0.01842327
## 410 80929 23754391 4091122 0.01841050
## 411 71244 23825635 4080850 0.01840288
## 412 68950 23894585 4071348 0.01839095
## 413 52118 23946703 4055124 0.01837792
## 414 76815 24023518 4039921 0.01835146
## 415 98703 24122221 3993822 0.01834514
## 416 84318 24206539 3973289 0.01839021
## 417 66330 24272869 3976363 0.01837803
## 418 73897 24346766 3973990 0.01836220
## 419 76823 24423589 3958482 0.01834930
## 420 56933 24480522 3945705 0.01833122
## 421 80334 24560856 3922868 0.01830819
## 422 65554 24626410 3922684 0.01829624
## 423 69751 24696161 3916847 0.01828209
## 424 74819 24770980 3905301 0.01827250
## 425 65207 24836187 3910152 0.01825758
## 426 69145 24905332 3898729 0.01824491
## 427 55897 24961229 3883428 0.01823123
## 428 82234 25043463 3858126 0.01821038
## 429 62072 25105535 3845221 0.01820615
## 430 71899 25177434 3828351 0.01819943
## 431 59224 25236658 3827072 0.01819130
## 432 59389 25296047 3823496 0.01818398
## 433 43827 25339874 3826750 0.01817806
## 434 39957 25379831 3817734 0.01816895
## 435 95958 25475789 3760242 0.01815913
## 436 46124 25521913 3756589 0.01815329
## 437 62834 25584747 3741123 0.01815363
## 438 56827 25641574 3734479 0.01814874
## 439 68568 25710142 3716102 0.01814505
## 440 67785 25777927 3690753 0.01814295
## 441 45873 25823800 3672162 0.01813827
## 442 85593 25909393 3627153 0.01812643
## 443 56996 25966389 3606233 0.01813083
## 444 68925 26035314 3574776 0.01813302
## 445 70097 26105411 3543520 0.01813356
## 446 219346 26324757 3365945 0.01813500
## 447 81114 26405871 3316004 0.01813839
## 448 33841 26439712 3303030 0.01813451
## 449 67715 26507427 3265473 0.01812684
## 450 50711 26558138 3243687 0.01813043
## 451 62091 26620229 3211122 0.01813653
## 452 46970 26667199 3197093 0.01813839
## 453 45622 26712821 3185436 0.01814089
## 454 385799 27098620 2825963 0.01814097
## 455 37400 27136020 2804079 0.01814182
## 456 66289 27202309 2761216 0.01813909
## 457 51018 27253327 2733008 0.01815168
## 458 45853 27299180 2711978 0.01815615
## 459 59471 27358651 2677353 0.01816127
## 460 40778 27399429 2661150 0.01816863
## 461 71813 27471242 2607128 0.01817339
## 462 31013 27502255 2589475 0.01817169
## 463 61675 27563930 2547505 0.01817096
## 464 42512 27606442 2524285 0.01818049
## 465 55826 27662268 2488297 0.01819839
## 466 39611 27701879 2467720 0.01822373
## 467 65161 27767040 2424624 0.01823351
## 468 51921 27818961 2383791 0.01823594
## 469 21923 27840884 2369216 0.01823570
## 470 22956 27863840 2351084 0.01823699
## 471 77078 27940918 2292663 0.01824360
## 472 45593 27986511 2260355 0.01825355
## 473 39064 28025575 2236155 0.01826220
## 474 29420 28054995 2224169 0.01826951
## 475 48496 28103491 2185714 0.01827623
## 476 19246 28122737 2172134 0.01828378
## 477 54922 28177659 2129396 0.01828493
## 478 43204 28220863 2097950 0.01828967
## 479 33228 28254091 2078660 0.01829489
## 480 24303 28278394 2061491 0.01830283
## 481 67930 28346324 2016485 0.01831269
## Daily_Death_Ratio Total_Recover_Ratio Daily_Recover_Ratio
## 1 0.000000000 0.000000000 0.000000e+00
## 2 0.000000000 0.000000000 0.000000e+00
## 3 0.000000000 0.000000000 0.000000e+00
## 4 0.000000000 0.000000000 0.000000e+00
## 5 0.000000000 0.000000000 0.000000e+00
## 6 0.000000000 0.000000000 0.000000e+00
## 7 0.000000000 0.000000000 0.000000e+00
## 8 0.000000000 0.000000000 0.000000e+00
## 9 0.000000000 0.000000000 0.000000e+00
## 10 0.000000000 0.357142857 1.000000e+00
## 11 0.000000000 0.400000000 0.000000e+00
## 12 0.000000000 0.315789474 0.000000e+00
## 13 0.200000000 0.291666667 2.000000e-01
## 14 0.055555556 0.214285714 1.111111e-01
## 15 0.266666667 0.157894737 0.000000e+00
## 16 0.107142857 0.105882353 0.000000e+00
## 17 0.076923077 0.081081081 0.000000e+00
## 18 0.000000000 0.051428571 0.000000e+00
## 19 0.038961039 0.059523810 7.792208e-02
## 20 0.049504950 0.042492918 0.000000e+00
## 21 0.013888889 0.030181087 0.000000e+00
## 22 0.033783784 0.023255814 0.000000e+00
## 23 0.017182131 0.016025641 0.000000e+00
## 24 0.022304833 0.012448133 0.000000e+00
## 25 0.010178117 0.009386733 0.000000e+00
## 26 0.014159292 0.007397134 1.769912e-03
## 27 0.010574018 0.017345133 4.984894e-02
## 28 0.008875740 0.017137961 1.627219e-02
## 29 0.016055046 0.017150697 1.720183e-02
## 30 0.016266460 0.018891243 2.478699e-02
## 31 0.010788382 0.013252415 0.000000e+00
## 32 0.013171226 0.009066711 5.065856e-04
## 33 0.010153221 0.008429382 7.014953e-03
## 34 0.010843566 0.007212147 3.827141e-03
## 35 0.012744757 0.005503850 8.110300e-04
## 36 0.010662824 0.006923815 1.133525e-02
## 37 0.016299427 0.007193016 8.350941e-03
## 38 0.018403403 0.006069382 1.226894e-03
## 39 0.014838710 0.022741137 8.621701e-02
## 40 0.022734432 0.024403041 3.155518e-02
## 41 0.022246554 0.026679328 3.812273e-02
## 42 0.020504237 0.032512498 6.946333e-02
## 43 0.027122123 0.034265586 4.627865e-02
## 44 0.032444181 0.038985757 6.895870e-02
## 45 0.035132307 0.041730318 6.080879e-02
## 46 0.037224281 0.043054142 5.280654e-02
## 47 0.036433513 0.044803776 5.780169e-02
## 48 0.040118606 0.048152503 7.537435e-02
## 49 0.045689622 0.053889020 1.225648e-01
## 50 0.041282060 0.053927241 5.436152e-02
## 51 0.063155480 0.055085090 6.885815e-02
## 52 0.059971501 0.053766800 3.769903e-02
## 53 0.054200859 0.056366565 8.868966e-02
## 54 0.061885759 0.055340004 4.127703e-02
## 55 0.059587687 0.057957582 9.849697e-02
## 56 0.053213102 0.058960095 7.773461e-02
## 57 0.059226251 0.063904196 1.747620e-01
## 58 0.091507292 0.064253970 7.203602e-02
## 59 0.082742237 0.076871360 3.355846e-01
## 60 0.066747724 0.086756015 2.820177e-01
## 61 0.067281255 0.086862153 8.914766e-02
## 62 0.062063809 0.094224547 2.768480e-01
## 63 0.062814746 0.094592110 1.048322e-01
## 64 0.065374821 0.093302829 5.479071e-02
## 65 0.104217968 0.103520726 4.183811e-01
## 66 0.072454353 0.101231642 3.853518e-02
## 67 0.058829172 0.099729441 5.985229e-02
## 68 0.057138881 0.123046616 6.821598e-01
## 69 0.052469668 0.126747495 2.222414e-01
## 70 0.043227344 0.123843603 2.304714e-02
## 71 0.056120134 0.141658420 9.168406e-01
## 72 0.090479905 0.141456875 1.333388e-01
## 73 0.098032394 0.142924458 1.999691e-01
## 74 0.070283767 0.146779350 2.809326e-01
## 75 0.054423007 0.147682067 1.767383e-01
## 76 0.054632996 0.154487725 3.983492e-01
## 77 0.044007564 0.155024111 1.787881e-01
## 78 0.041216280 0.160579517 4.608046e-01
## 79 0.109556375 0.168113363 5.651039e-01
## 80 0.108889337 0.174915081 5.021568e-01
## 81 0.071636258 0.174396016 1.514138e-01
## 82 0.062557667 0.175674858 2.344713e-01
## 83 0.060892039 0.183368249 5.668246e-01
## 84 0.045680862 0.194334243 8.825833e-01
## 85 0.047252067 0.196155216 3.312707e-01
## 86 0.074220937 0.218475108 1.610422e+00
## 87 0.083736146 0.225030662 6.597822e-01
## 88 0.069478723 0.226275949 2.904794e-01
## 89 0.060153937 0.228010830 3.242550e-01
## 90 0.050281840 0.233101079 5.305939e-01
## 91 0.039863904 0.234841274 3.634471e-01
## 92 0.037535545 0.238209281 4.736493e-01
## 93 0.072489572 0.238284678 2.440228e-01
## 94 0.068385249 0.240606881 3.981382e-01
## 95 0.051559618 0.244504285 4.848448e-01
## 96 0.056823810 0.254346174 9.470035e-01
## 97 0.047984137 0.277941963 1.926107e+00
## 98 0.031912266 0.277427046 2.365262e-01
## 99 0.027180068 0.282178092 6.993475e-01
## 100 0.038071218 0.288550595 9.186933e-01
## 101 0.073877638 0.291389350 5.443587e-01
## 102 0.052915579 0.292503042 3.740209e-01
## 103 0.050006384 0.300585703 8.870920e-01
## 104 0.041089566 0.305440472 6.576429e-01
## 105 0.027898183 0.338137262 2.980218e+00
## 106 0.029800499 0.343793609 9.693890e-01
## 107 0.051848895 0.356869433 1.524926e+00
## 108 0.051018853 0.376365182 2.169622e+00
## 109 0.043337306 0.384841528 1.124291e+00
## 110 0.036456544 0.394143181 1.133373e+00
## 111 0.031008083 0.396268438 5.666139e-01
## 112 0.024170488 0.397557166 5.294848e-01
## 113 0.030120851 0.400295611 7.221643e-01
## 114 0.053899884 0.404658335 8.953434e-01
## 115 0.042526919 0.410465970 9.696730e-01
## 116 0.045495294 0.410599805 4.253698e-01
## 117 0.031037589 0.418462918 1.058390e+00
## 118 0.025210084 0.419108793 4.692005e-01
## 119 0.016319001 0.422549029 7.541744e-01
## 120 0.020975583 0.428364297 1.082427e+00
## 121 0.032063520 0.429936403 5.716331e-01
## 122 0.031414056 0.432572859 6.670195e-01
## 123 0.025625877 0.432797423 4.504099e-01
## 124 0.022051929 0.438151084 8.105216e-01
## 125 0.017207396 0.439449810 5.281106e-01
## 126 0.010072967 0.437249927 2.638904e-01
## 127 0.010994804 0.442081660 8.499887e-01
## 128 0.022992646 0.443274575 5.245085e-01
## 129 0.018131506 0.444719906 5.324022e-01
## 130 0.016575297 0.442369651 3.008262e-01
## 131 0.013370299 0.440976856 3.669007e-01
## 132 0.011633510 0.438348552 2.921916e-01
## 133 0.006143865 0.436028618 2.953724e-01
## 134 0.009288266 0.439115666 6.518549e-01
## 135 0.013974695 0.441779942 5.963069e-01
## 136 0.012735464 0.441062081 4.057481e-01
## 137 0.012229128 0.441882103 4.813465e-01
## 138 0.010662658 0.448827044 7.760492e-01
## 139 0.005385359 0.449599183 4.915274e-01
## 140 0.004935627 0.453058830 6.788583e-01
## 141 0.005007168 0.457970615 7.571309e-01
## 142 0.017942396 0.460181761 5.853487e-01
## 143 0.013016539 0.463199574 6.054532e-01
## 144 0.015110631 0.465530256 5.875215e-01
## 145 0.012757196 0.466445808 5.083034e-01
## 146 0.011504935 0.466709169 4.799224e-01
## 147 0.007824290 0.466151644 4.369464e-01
## 148 0.004867440 0.467775241 5.589789e-01
## 149 0.012695281 0.474236395 8.203577e-01
## 150 0.013354750 0.478529352 7.001224e-01
## 151 0.013203018 0.478581096 4.811243e-01
## 152 0.012301061 0.485604628 8.095570e-01
## 153 0.013442628 0.486216171 5.197510e-01
## 154 0.008051454 0.485193210 4.264597e-01
## 155 0.006977243 0.490638170 8.524939e-01
## 156 0.016363235 0.492057141 5.763198e-01
## 157 0.016131155 0.497799331 8.197786e-01
## 158 0.015299990 0.498246362 5.229146e-01
## 159 0.015465304 0.501064724 6.516541e-01
## 160 0.014936916 0.501204700 5.097962e-01
## 161 0.009414815 0.500977205 4.850165e-01
## 162 0.019687625 0.505476341 8.479728e-01
## 163 0.019542193 0.510073388 8.420055e-01
## 164 0.022907280 0.516255759 9.351039e-01
## 165 0.017959529 0.517282480 5.824227e-01
## 166 0.019935507 0.519128774 6.420198e-01
## 167 0.019846425 0.519955972 5.809395e-01
## 168 0.008625679 0.517664675 3.232576e-01
## 169 0.012034411 0.527332497 1.586660e+00
## 170 0.024714272 0.529014495 6.814887e-01
## 171 0.025595559 0.535552439 1.126686e+00
## 172 0.023412438 0.537216916 6.853203e-01
## 173 0.021384421 0.538857423 6.695966e-01
## 174 0.019913093 0.537125603 3.861057e-01
## 175 0.011359675 0.537132844 5.378622e-01
## 176 0.010754027 0.543062656 1.275373e+00
## 177 0.024502691 0.545010608 7.239498e-01
## 178 0.026934928 0.550330127 1.037792e+00
## 179 0.022382390 0.550785331 5.961040e-01
## 180 0.022413135 0.551095541 5.801805e-01
## 181 0.021500325 0.550059782 4.524283e-01
## 182 0.014603732 0.549934455 5.342690e-01
## 183 0.010741139 0.555611569 1.365816e+00
## 184 0.030280947 0.558467989 9.426295e-01
## 185 0.031257135 0.563393603 1.169757e+00
## 186 0.026076650 0.565098048 7.804169e-01
## 187 0.022375008 0.565712765 6.334158e-01
## 188 0.021934478 0.564732525 4.473941e-01
## 189 0.015210587 0.564449916 5.211960e-01
## 190 0.010351597 0.570108931 1.514605e+00
## 191 0.031514412 0.572881600 1.007046e+00
## 192 0.029748554 0.579052348 1.406658e+00
## 193 0.025516958 0.580562462 7.778107e-01
## 194 0.022201685 0.580822809 6.138579e-01
## 195 0.022747295 0.582060517 7.445617e-01
## 196 0.011749100 0.581284606 4.582690e-01
## 197 0.012603449 0.583332475 9.645587e-01
## 198 0.024581678 0.586084693 9.786927e-01
## 199 0.026999734 0.590758863 1.331889e+00
## 200 0.024806274 0.594656607 1.139250e+00
## 201 0.019508599 0.602977981 1.605723e+00
## 202 0.020651801 0.603640046 6.959634e-01
## 203 0.013323687 0.603469150 5.718334e-01
## 204 0.008342644 0.606122848 1.216350e+00
## 205 0.015880136 0.610078779 1.710524e+00
## 206 0.034787245 0.615040224 1.643897e+00
## 207 0.031430155 0.616896394 9.386086e-01
## 208 0.022916619 0.618629323 8.674077e-01
## 209 0.019453941 0.619679995 7.798912e-01
## 210 0.011430789 0.620277966 7.340476e-01
## 211 0.011939131 0.625284732 1.590190e+00
## 212 0.029885927 0.628183567 1.171575e+00
## 213 0.025757770 0.632253095 1.306356e+00
## 214 0.020003757 0.633618233 8.424352e-01
## 215 0.019136117 0.634676372 7.818865e-01
## 216 0.016411479 0.635294466 7.288668e-01
## 217 0.008992078 0.635964033 7.646736e-01
## 218 0.007897360 0.639608962 1.262172e+00
## 219 0.017134796 0.641935589 9.663735e-01
## 220 0.030266022 0.646139160 1.401715e+00
## 221 0.021180418 0.647735686 9.009949e-01
## 222 0.018181069 0.649429355 8.883398e-01
## 223 0.018490995 0.651398522 9.483520e-01
## 224 0.008626619 0.653349694 1.041729e+00
## 225 0.007743529 0.657270240 1.481816e+00
## 226 0.019936844 0.659324813 1.044931e+00
## 227 0.023585890 0.662509792 1.183307e+00
## 228 0.019577526 0.663599556 8.393779e-01
## 229 0.016995171 0.664738571 8.332401e-01
## 230 0.015456432 0.666071763 8.648340e-01
## 231 0.009852083 0.666895244 8.285792e-01
## 232 0.009036224 0.669751167 1.220023e+00
## 233 0.016154005 0.671726356 1.044256e+00
## 234 0.019342901 0.673973462 1.029219e+00
## 235 0.017578595 0.674697066 7.736987e-01
## 236 0.016167623 0.674797783 6.879948e-01
## 237 0.011561629 0.673212328 4.592646e-01
## 238 0.010623440 0.674384850 8.773496e-01
## 239 0.006765803 0.678078900 1.349646e+00
## 240 0.015656122 0.679398564 8.955045e-01
## 241 0.015503876 0.681356069 9.566696e-01
## 242 0.014567084 0.681330994 6.781477e-01
## 243 0.012980372 0.685135941 1.132015e+00
## 244 0.013629489 0.684862711 6.470226e-01
## 245 0.008056796 0.683753989 5.083759e-01
## 246 0.008027692 0.684805220 8.392989e-01
## 247 0.014785283 0.685305345 7.571602e-01
## 248 0.018861946 0.687194996 9.422134e-01
## 249 0.013938992 0.687871399 7.674382e-01
## 250 0.011783485 0.686648853 5.562116e-01
## 251 0.010964634 0.685369252 5.507669e-01
## 252 0.005876214 0.683970950 4.958979e-01
## 253 0.006911564 0.686120668 9.743875e-01
## 254 0.013007523 0.685694914 6.337219e-01
## 255 0.013332452 0.686088772 7.307453e-01
## 256 0.011899008 0.685002684 5.769178e-01
## 257 0.010243995 0.682741691 4.613945e-01
## 258 0.009966192 0.680041495 4.176550e-01
## 259 0.005732008 0.679156923 5.699748e-01
## 260 0.005633803 0.680518073 8.303368e-01
## 261 0.012769297 0.681247619 7.587540e-01
## 262 0.010701203 0.679887588 5.559548e-01
## 263 0.009973744 0.676822591 4.269062e-01
## 264 0.008849287 0.672823824 3.870495e-01
## 265 0.008129386 0.669089486 3.931355e-01
## 266 0.004597634 0.666328129 4.068174e-01
## 267 0.005007302 0.665246618 5.774254e-01
## 268 0.010607896 0.661544306 3.783509e-01
## 269 0.010500535 0.657120515 3.400679e-01
## 270 0.007459591 0.655291408 5.314775e-01
## 271 0.007353911 0.650661511 3.657537e-01
## 272 0.008020034 0.650468768 6.378776e-01
## 273 0.004781851 0.646395974 3.342593e-01
## 274 0.004404251 0.645089974 5.509879e-01
## 275 0.009773463 0.642265086 4.433139e-01
## 276 0.011184357 0.640331775 5.044425e-01
## 277 0.010978895 0.637025979 4.293444e-01
## 278 0.009642857 0.632988127 3.882463e-01
## 279 0.008223136 0.631222905 5.118931e-01
## 280 0.006137784 0.627675714 3.384678e-01
## 281 0.005808860 0.627470388 6.119935e-01
## 282 0.012752492 0.626518850 5.542123e-01
## 283 0.012160189 0.631131938 9.469557e-01
## 284 0.010626516 0.628483728 3.516134e-01
## 285 0.006773031 0.626637913 5.080288e-01
## 286 0.007819740 0.626873382 6.470700e-01
## 287 0.006289599 0.625679861 5.078177e-01
## 288 0.007457559 0.627419546 7.792778e-01
## 289 0.014103556 0.627713700 6.504822e-01
## 290 0.013980358 0.628441928 6.792133e-01
## 291 0.013129635 0.626421249 4.914561e-01
## 292 0.011280023 0.623696722 4.512704e-01
## 293 0.011145077 0.623806273 6.312572e-01
## 294 0.006321483 0.621090643 3.971706e-01
## 295 0.007155952 0.621861251 6.809338e-01
## 296 0.013563732 0.620825557 5.432904e-01
## 297 0.015202610 0.621841629 6.961426e-01
## 298 0.013476463 0.620236611 5.050845e-01
## 299 0.012674523 0.622807153 7.974832e-01
## 300 0.011050144 0.623182459 6.504002e-01
## 301 0.007954148 0.621243234 4.519423e-01
## 302 0.007379764 0.623054380 7.716466e-01
## 303 0.015835277 0.624619507 7.636708e-01
## 304 0.015346765 0.626301159 7.504388e-01
## 305 0.015336412 0.625413565 5.585072e-01
## 306 0.011852500 0.623121276 4.563677e-01
## 307 0.013704950 0.624955145 7.835198e-01
## 308 0.008390970 0.622863037 4.264316e-01
## 309 0.008362597 0.626909951 1.015296e+00
## 310 0.017431983 0.628827772 8.185111e-01
## 311 0.015736026 0.630352611 7.588191e-01
## 312 0.014608477 0.630176749 6.139592e-01
## 313 0.011095844 0.627903725 3.064899e-01
## 314 0.007696281 0.630232349 8.671938e-01
## 315 0.009267066 0.629954175 5.948620e-01
## 316 0.009358256 0.635346526 1.245609e+00
## 317 0.018340180 0.637204366 8.291524e-01
## 318 0.017325004 0.638425251 7.484964e-01
## 319 0.014997659 0.638005791 6.007198e-01
## 320 0.014040248 0.634824157 2.874402e-01
## 321 0.008699448 0.635915328 7.167619e-01
## 322 0.006608588 0.633051745 3.645384e-01
## 323 0.009690366 0.642869376 1.805216e+00
## 324 0.016934734 0.642655703 6.217184e-01
## 325 0.016307632 0.643510362 7.195176e-01
## 326 0.015639352 0.641462683 4.759499e-01
## 327 0.012944831 0.638595687 4.246924e-01
## 328 0.013884625 0.637408306 5.378080e-01
## 329 0.009504522 0.635335818 4.288038e-01
## 330 0.008774276 0.638764926 1.013059e+00
## 331 0.020383078 0.639218689 6.885803e-01
## 332 0.018755671 0.640533252 7.798906e-01
## 333 0.018136600 0.640840349 6.737722e-01
## 334 0.015629357 0.639584942 5.172162e-01
## 335 0.017925123 0.639042710 5.782176e-01
## 336 0.010700204 0.637729038 4.730596e-01
## 337 0.009733822 0.639276033 8.925733e-01
## 338 0.015064898 0.645662690 1.691058e+00
## 339 0.024574242 0.648834259 1.080292e+00
## 340 0.022940681 0.649822298 7.851173e-01
## 341 0.021597176 0.650154732 6.942120e-01
## 342 0.020791596 0.650340621 6.775894e-01
## 343 0.014592963 0.650069373 6.012148e-01
## 344 0.012386470 0.655234926 1.596110e+00
## 345 0.027392711 0.657956006 1.158827e+00
## 346 0.028975726 0.661550633 1.300415e+00
## 347 0.026738462 0.662968416 9.060064e-01
## 348 0.022772229 0.664332202 8.921765e-01
## 349 0.020937787 0.665955697 9.595781e-01
## 350 0.018134787 0.666090539 6.968541e-01
## 351 0.013423691 0.672105500 1.955812e+00
## 352 0.032017441 0.674204282 1.181879e+00
## 353 0.035787437 0.677846843 1.609313e+00
## 354 0.046143244 0.679925218 1.162670e+00
## 355 0.029329284 0.681345546 9.883425e-01
## 356 0.028106760 0.683485238 1.220733e+00
## 357 0.016096301 0.684534212 9.901185e-01
## 358 0.016530949 0.688665909 2.038293e+00
## 359 0.034789390 0.691483683 1.592728e+00
## 360 0.037967212 0.696590687 2.265819e+00
## 361 0.041275279 0.698166122 1.143729e+00
## 362 0.060406611 0.700006880 1.231906e+00
## 363 0.041172723 0.702203115 1.409241e+00
## 364 0.019940583 0.703207000 1.106873e+00
## 365 0.020693911 0.706899071 2.552256e+00
## 366 0.024797020 0.710196144 2.345840e+00
## 367 0.039588671 0.713133879 2.054522e+00
## 368 0.043690746 0.715645011 1.846478e+00
## 369 0.035301950 0.717668097 1.517727e+00
## 370 0.031431674 0.719595254 1.526049e+00
## 371 0.024448432 0.721017317 1.457403e+00
## 372 0.025330506 0.724983667 2.793689e+00
## 373 0.038309769 0.727156372 1.740785e+00
## 374 0.036860578 0.730253483 2.029825e+00
## 375 0.045409541 0.732002765 1.427003e+00
## 376 0.030957479 0.733909731 1.508336e+00
## 377 0.028215499 0.735899818 1.592865e+00
## 378 0.022162095 0.736878379 1.276086e+00
## 379 0.025980730 0.740201262 2.650249e+00
## 380 0.036408246 0.742214794 1.923153e+00
## 381 0.039267559 0.744264073 1.694557e+00
## 382 0.029563412 0.746039659 1.585813e+00
## 383 0.034472516 0.747694753 1.483308e+00
## 384 0.029163772 0.749571852 1.701114e+00
## 385 0.019906448 0.750847011 1.667491e+00
## 386 0.014565246 0.753944194 2.928029e+00
## 387 0.035213712 0.756347419 2.170623e+00
## 388 0.026068135 0.758199077 1.705101e+00
## 389 0.027800783 0.762479283 2.955654e+00
## 390 0.027357157 0.805961605 2.076052e+01
## 391 0.016074122 0.807421386 1.667227e+00
## 392 0.014609644 0.808607181 1.740557e+00
## 393 0.014658385 0.811575513 2.649667e+00
## 394 0.023308456 0.812216343 1.206616e+00
## 395 0.020539419 0.814532228 2.015956e+00
## 396 0.027144882 0.815679991 1.390385e+00
## 397 0.024060519 0.817123607 1.515182e+00
## 398 0.014718840 0.818295593 1.467719e+00
## 399 0.012122219 0.819775176 1.954915e+00
## 400 0.018382431 0.821690933 1.954353e+00
## 401 0.016784156 0.827235266 4.061388e+00
## 402 0.022776573 0.828911107 1.658796e+00
## 403 0.021359693 0.829460508 1.094425e+00
## 404 0.019343974 0.830365742 1.221498e+00
## 405 0.014509619 0.831347313 1.331612e+00
## 406 0.012319042 0.832291048 1.447197e+00
## 407 0.008719244 0.834049270 1.677917e+00
## 408 0.015717642 0.835212232 1.446396e+00
## 409 0.018158798 0.836503076 1.443808e+00
## 410 0.013037015 0.837372282 1.203047e+00
## 411 0.014912352 0.838055190 1.151046e+00
## 412 0.012754085 0.838704040 1.145045e+00
## 413 0.008124240 0.839467095 1.440201e+00
## 414 0.006177918 0.840333619 1.239052e+00
## 415 0.014961706 0.842212945 1.848267e+00
## 416 0.037861075 0.843205132 1.271861e+00
## 417 0.013404978 0.843448826 9.428974e-01
## 418 0.012072157 0.843893636 1.020705e+00
## 419 0.012354628 0.844738679 1.237444e+00
## 420 0.006569474 0.845408155 1.280890e+00
## 421 0.006788737 0.846490127 1.387701e+00
## 422 0.013059561 0.846816342 9.897184e-01
## 423 0.011919301 0.847330126 1.078318e+00
## 424 0.013917028 0.848030202 1.166023e+00
## 425 0.012112752 0.848203258 9.194833e-01
## 426 0.011897222 0.848871149 1.183645e+00
## 427 0.008426760 0.849590794 1.365306e+00
## 428 0.007530856 0.850728726 1.433547e+00
## 429 0.015715086 0.851392612 1.242633e+00
## 430 0.014647161 0.852216865 1.287428e+00
## 431 0.014104876 0.852525483 1.007656e+00
## 432 0.014357362 0.852900208 1.048794e+00
## 433 0.014505798 0.853003907 9.173818e-01
## 434 0.009507651 0.853451513 1.279115e+00
## 435 0.010648148 0.855559728 2.468056e+00
## 436 0.014113605 0.855870506 1.070684e+00
## 437 0.018361172 0.856591504 1.302151e+00
## 438 0.015285899 0.857031805 1.115086e+00
## 439 0.015978512 0.857861107 1.344312e+00
## 440 0.016683659 0.858886094 1.570697e+00
## 441 0.013059364 0.859622785 1.659480e+00
## 442 0.009445705 0.861297331 2.089112e+00
## 443 0.021720856 0.862135147 1.545570e+00
## 444 0.019855076 0.863327847 1.803045e+00
## 445 0.018547063 0.864517747 1.771244e+00
## 446 0.019160777 0.870553933 5.150539e+00
## 447 0.021348068 0.872317481 2.546511e+00
## 448 0.012586949 0.872826073 1.601334e+00
## 449 0.010499377 0.874181929 2.221767e+00
## 450 0.021812648 0.875001030 1.714948e+00
## 451 0.024256444 0.876173205 2.051917e+00
## 452 0.019817300 0.876749364 1.397625e+00
## 453 0.020334583 0.877249356 1.315893e+00
## 454 0.018236062 0.889136022 1.438743e+01
## 455 0.019773833 0.889900973 2.362752e+00
## 456 0.014637840 0.891379899 2.788298e+00
## 457 0.034415612 0.892360915 2.159675e+00
## 458 0.023523858 0.893118888 1.803745e+00
## 459 0.024307874 0.894319471 2.335402e+00
## 460 0.027079457 0.894913535 1.614395e+00
## 461 0.026164541 0.896724001 3.930866e+00
## 462 0.014313118 0.897339323 2.288107e+00
## 463 0.017059909 0.898763773 3.076520e+00
## 464 0.032837018 0.899564862 2.131248e+00
## 465 0.044642427 0.900774476 2.688466e+00
## 466 0.056788900 0.901471958 1.962884e+00
## 467 0.031429700 0.902923051 2.860322e+00
## 468 0.024802111 0.904277072 4.566491e+00
## 469 0.017252909 0.904769796 2.932058e+00
## 470 0.026241421 0.905370057 4.633831e+00
## 471 0.028837645 0.907308169 4.012181e+00
## 472 0.040378503 0.908380322 3.293340e+00
## 473 0.035556709 0.909193439 2.534648e+00
## 474 0.030798310 0.909617055 1.635535e+00
## 475 0.038126257 0.910881127 4.645656e+00
## 476 0.057081045 0.911327430 3.202862e+00
## 477 0.021129589 0.912739044 4.412469e+00
## 478 0.030348013 0.913779598 3.562923e+00
## 479 0.029522351 0.914430264 2.313605e+00
## 480 0.050951177 0.914994216 3.233072e+00
## 481 0.031189249 0.916490517 2.870848e+00Plot:
plot_ly(data= New_Total_Df %>%
gather(key,value,Deaths_Total,Confirmed_Total,Active_Total,Recovered_Total)) %>%
add_trace(
x = ~ Date,
y = ~ value/sum(Pop_Df$Size_Population), #calculating total population
color = ~ key,
type = "scatter",
mode = "lines",
text = ~paste("Date: ", Date,
"</br>Accumulate number : ", value,
"</br>Total_Population: ", sum(Pop_Df$Size_Population)),
name = ~key) %>%
layout(title = paste("Line plot representing the ratio of active, confirmed, deaths and recoverd cases",
'<br>', "Normalized by the number of population in the US"),
yaxis = list(title = "Ratio", range = c(0, 0.05)),
xaxis = list(title = "Date"),
legend = list(x = 0.99, y = 1))Graph explanation:
We can see that the confirmed cases reached over 4% of the population.
The deaths ratio is less then 1%.
The recovery rate that change almost like the confirmed ratio.
the active cases ratio time line that has a peak between 1/1/21 to the 1/7/21.
Civiqs poll data frame exploration
We would start by loading the csv file
Civiqs_Poll<- read_csv('data\\civiqs_poll.csv') # open file
if("date" %in% colnames(Civiqs_Poll)==TRUE)
{Civiqs_Poll$date <-as.Date(Civiqs_Poll$date, format = "%m/%d/%Y")} # cast date col from chr type to date type
Civiqs_Poll<- Civiqs_Poll %>%
rename_with(str_to_title) # convert capital letter in each cols name
Civiqs_Poll## # A tibble: 41 x 4
## Date Dem Rep Diff
## <date> <dbl> <dbl> <dbl>
## 1 2020-02-25 35 -57 92
## 2 2020-02-26 35 -58 93
## 3 2020-02-27 35 -58 93
## 4 2020-02-28 35 -58 93
## 5 2020-02-29 36 -58 94
## 6 2020-03-01 37 -58 95
## 7 2020-03-02 37 -57 94
## 8 2020-03-03 37 -56 93
## 9 2020-03-04 38 -56 94
## 10 2020-03-05 39 -56 95
## # ... with 31 more rowsLet’s have glimpse over the data for a better understanding
glimpse(Civiqs_Poll)## Rows: 41
## Columns: 4
## $ Date <date> 2020-02-25, 2020-02-26, 2020-02-27, 2020-02-28, 2020-02-29, 2020~
## $ Dem <dbl> 35, 35, 35, 35, 36, 37, 37, 37, 38, 39, 39, 41, 43, 46, 49, 52, 5~
## $ Rep <dbl> -57, -58, -58, -58, -58, -58, -57, -56, -56, -56, -56, -56, -54, ~
## $ Diff <dbl> 92, 93, 93, 93, 94, 95, 94, 93, 94, 95, 95, 97, 97, 97, 97, 96, 9~We have 4 columns which contains:
Date.
Democrat’s concerns presented in percentage.
Republicans concerns presented in percentage .
The difference in concern between both parties calculated by the formula: Diff = Dem - Rep.
We noticed from the glimpse function that the concern value doesn’t start from 0, it starts for Rep column from -48 and for Dem column at 35.
Lets see the top and bottom of the data frame
Civiqs_Poll %>%
head()## # A tibble: 6 x 4
## Date Dem Rep Diff
## <date> <dbl> <dbl> <dbl>
## 1 2020-02-25 35 -57 92
## 2 2020-02-26 35 -58 93
## 3 2020-02-27 35 -58 93
## 4 2020-02-28 35 -58 93
## 5 2020-02-29 36 -58 94
## 6 2020-03-01 37 -58 95Civiqs_Poll %>%
tail()## # A tibble: 6 x 4
## Date Dem Rep Diff
## <date> <dbl> <dbl> <dbl>
## 1 2020-03-31 79 15 64
## 2 2020-04-01 80 18 62
## 3 2020-04-02 80 19 61
## 4 2020-04-03 81 22 59
## 5 2020-04-04 81 22 59
## 6 2020-04-05 82 23 59We see that the data we have starts at the 2020-02-25 and ends at the 2020-04-05, so we have a little bit more than a month of the concern ratio of both parties.
lets see the dimension.
dim(Civiqs_Poll)## [1] 41 4We have 41 rows of data meaning 41 days.
We would want to plot the concern of both parties to have a better look.
plot_ly(data= Civiqs_Poll) %>%
add_trace(
x = ~ Date,
y = ~ Dem,
type = "scatter",
mode = "lines+markers",
line = list(color="steelblue"),
marker = list(color="steelblue"),
hoverinfo = 'text',
text = ~paste("</br>Dem:", Dem,
"</br>Date:", Date),
text = ~paste("Date: ", Date),
name = "Democrats") %>%
add_trace(
x = ~ Date,
y = ~ Rep,
type = "scatter",
mode = "lines+markers",
line = list(color="red"),
marker = list(color="red"),
hoverinfo = 'text',
text = ~paste("</br>Rep:", Rep,
"</br>Date:", Date),
name = "Republicans") %>%
layout(title = paste("Concern ratio in each Party",
'<br>', "Between dates 2020-02-25 to 2020-04-05"),
yaxis = list(title = "Concern (%)",ticksuffix = "%", range= c(-70, 100)),
xaxis = list(title = "Date"),
legend = list(x = 0.99, y = 1),
hovermode = "compare")Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
Graph explanation:
As we can see the scales goes from a minus value to 100%, we can understand that the scales goes from -100% meaning no concern to 100% meaning a full concern. We noticed that we have an increase in concern by both parties that starts at the 7-8/3/2020 for 2 weeks more or less. Lets try to understand why. While exploring the cases data frame we noticed we have data about deaths cases that happened during the pandemic, we believe the death rate by the virus might affect the concern level of both parties as it affects both of them. So we would want to calculate the death rate in the same time range of the concern time range. We will calculate it by using the formula: death rate = death cases / total cases.
Graph showing the diff concern with changes during the plague
We would like to link our two data sets, and explore if the increase in the number of new cases per day and in the number of daily deaths can explain the difference in the concern of the Democratic and Republican parties.
plot_ly(data= Cases %>% filter(Date<="2020-04-05" & Date >="2020-02-25")) %>%
add_trace(
x = ~ Date,
y = ~ Confirmed_Daily/300,
type = "scatter",
mode = "lines+markers",
hoverinfo = 'text',
text = ~paste("</br>Confirmed_Daily:", Confirmed_Daily,
"</br>Date:", Date),
name = "Confirmed_Daily",
line = list(color = "black"),
marker = list(color = "black")) %>%
add_trace(
x = ~ Date,
y = ~ Deaths_Daily/10,
type = "scatter",
mode = "lines+markers",
hoverinfo = 'text',
text = ~paste("</br>Deaths_Daily:", Deaths_Daily,
"</br>Date:", Date),
name = "Deaths_Daily",
line = list(color = "hotpink"),
marker = list(color = "hotpink")) %>%
add_trace(data=Civiqs_Poll,
x = ~ Date,
y = ~ Diff,
type = "scatter",
mode = "lines+markers",
hoverinfo = 'text',
text = ~paste("<br>Diff:", Diff,
"</br>Dem:", Dem,
"</br>Rep:", Rep,
"</br>Date:", Date),
name = "Diff",
line = list(color = "steelblue"),
marker = list(color = "steelblue")) %>%
layout(title = "Difference in support along with the spread of the plague",
yaxis = list(title = "Number"),
xaxis = list(title = "Date"),
legend = list(x = 0.99, y = 1),
hovermode = "compare")Graph explanation:
Let’s divide the tendency of diff line to 3 stages.
First Stage: It can be noted that when the number of new cases and the number of deaths per day is low, the difference in opinions is high which can explain a polarization in the opinions of both parties.
Second Stage: As the number of deaths per day and the verified increases, it can be seen that the difference in the opinions of the two parties decreases significantly, which can explain the common concern of the two parties regarding dealing with the party in US.
Third Stage: At the end of the graph where there is a kind of stabilization in the difference between the parties that occurs along with the decrease in mortality and the decrease in the number of infected per day.
Note: we chose to divide some number just to explain a tendency and how it impact on other tendency. The real number is presented in text box.
p <- New_Total_Df %>%
select(Date,Total_Death_Ratio,Daily_Death_Ratio) %>%
gather(key,value, -Date) %>%
ggplot(aes(x = Date, y = value, color = key)) +
scale_x_date(limits = as.Date(c("2020-02-25","2020-04-05"))) +
scale_y_continuous(labels=scales::percent) +
geom_line() +
labs(x = "Date", y = "Death ratio (%)", title = "Line plot representing Death Ratio", subtitle = "Over the USA population between dates 2020-02-25 to 2020-04-05")
ggplotly(p)%>%
layout(title = list(text = paste0('Line plot representing Death Ratio',
'<br>',
'<sup>',
'Over the USA population between dates 2020-02-25 to 2020-04-05','</sup>')))Graph explanation:
We can see that we have a steep rise in the death ratio that starts at the begging of march, that can explain the increase in concern for both parties.
We would want to check if the death cases can cause the increase in concern. We will create a plot combing the daily death and the concern ratio for both parties.
Brief description for the plot :
We reset the level of concern to 0 for both parties in order to test their rise
We join the concern and total_df by date to get the information only at the specific dates we have.
We used gather function to do pivot longer for the 2 parties data
we created a dot plot with regression presenting the increase of concern by the increase in daily death cases.
p <- Civiqs_Poll %>%
mutate(Dem = (Dem-35)/100, Rep = (Rep+58)/100) %>%
left_join(Total_Df, by = "Date") %>%
gather(key,value,Rep,Dem) %>%
ggplot(aes(y =value, x = Deaths_Daily, color = key)) +
scale_y_continuous(labels=scales::percent) +
geom_point() +geom_smooth(se=F) +
labs(y = "Concern Rate", x = "Death Daily", title = "Increase in mutal concern for both parties", color = "Party")
ggplotly(p) %>%
layout(title = list(text = paste0('Dot plot representing the increase in concern for both parties',
'<br>',
'<sup>',
'While daily deaths number goes up','</sup>')))Graph explanation:
It can be seen that while the death daily count increased the concern ratio for both parties increased dramatically. The concern ratio in the Republican party has an increase of almost 80% and the Democratic party by 40%.
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant